Another example: a simple loop
Here is an implementation of a macro that does a simple arithmetic loop:
(syntax-rules (= to do)
[(for x = m to n do body ...)
(letrec ([loop (lambda (x)
(when (<= x n)
body ...
(loop (+ x 1))))])
(loop m))]))
(Note that this is not complete code: it suffers from the usual problem
of multiple evaluations of the n
expression. We’ll deal with it soon.)
This macro combines both control flow and lexical scope. Control flow is
specified by the loop (done, as usual in Racket, as a tail-recursive
function) — for example, it determines how code is iterated, and it
also determines what the for
form will evaluate to (it evaluates to
whatever when
evaluates to, the void value in this case). Scope is
also specified here, by translating the code to a function — this code
makes x
have a scope that covers the body so this is valid:
but it also makes the boundary expression n
be in this scope, making
this:
valid. In addition, while evaluating the condition on each iteration might be desirable, in most cases it’s not — consider this example:
This is easily solved by using a let
to make the expression evaluate
just once:
(syntax-rules (= to do)
[(for x = m to n do body ...)
(let ([m* m] ; execution order
[n* n])
(letrec ([loop (lambda (x)
(when (<= x n*)
body ...
(loop (+ x 1))))])
(loop m*)))]))
which makes the previous use result in a “reference to undefined identifier: i
” error.
Furthermore, the fact that we have a hygienic macro system means that it
is perfectly fine to use nested for
expressions:
(for b = 1 to 9 do (printf "~s,~s " a b))
(newline))
The transformation is, therefore, completely specifying the semantics of this new form.
Extending this syntax is easy using multiple transformation rules —
for example, say that we want to extend it to have a step
optional
keyword. The standard idiom is to have the step-less pattern translated
into one that uses step 1
:
--> (for x = m to n step 1 do body ...)
Usually, you should remember that syntax-rules
tries the patterns one
by one until a match is found, but in this case there is no problems
because the keywords make the choice unambiguous:
(syntax-rules (= to do step)
[(for x = m to n do body ...)
(for x = m to n step 1 do body ...)]
[(for x = m to n step d do body ...)
(let ([m* m]
[n* n]
[d* d])
(letrec ([loop (lambda (x)
(when (<= x n*)
body ...
(loop (+ x d*))))])
(loop m*)))]))
(for i = 1 to 10 do (printf "i = ~s\n" i))
(for i = 1 to 10 step 2 do (printf "i = ~s\n" i))
We can even extend it to do a different kind of iteration, for example, iterate over list:
(syntax-rules (= to do step in)
[(for x = m to n do body ...)
(for x = m to n step 1 do body ...)]
[(for x = m to n step d do body ...)
(let ([m* m]
[n* n]
[d* d])
(letrec ([loop (lambda (x)
(when (<= x n*)
body ...
(loop (+ x d*))))])
(loop m*)))]
;; list
[(for x in l do body ...)
(for-each (lambda (x) body ...) l)]))
(for i in (list 1 2 3 4) do (printf "i = ~s\n" i))
(for i in (list 1 2 3 4) do
(for i = 0 to i do (printf "i = ~s " i))
(newline))
Yet Another: List Comprehension
At this point it’s clear that macros are a powerful language feature
that makes it relatively easy to implement new features, making it a
language that is easy to use as a tool for quick experimentation with
new language features. As an example of a practical feature rather than
a toy, let’s see how we can implement Python’s list comprehenions.
These are expressions that conveniently combine map
, filter
, and
nested uses of both.
First, a simple implementation that uses only the map
feature:
(syntax-rules (for in)
[(list-of EXPR for ID in LIST)
(map (lambda (ID) EXPR)
LIST)]))
(list-of (* x x) for x in (range 10))
It is a good exercise to see how everything that we’ve seen above plays
a role here. For example, how we get the ID
to be bound in EXPR
.
Next, add a condition expression with an if
keyword, and implemented
using a filter
:
(syntax-rules (for in if)
[(list-of EXPR for ID in LIST if COND)
(map (lambda (ID) EXPR)
(filter (lambda (ID) COND) LIST))]
[(list-of EXPR for ID in LIST)
(list-of EXPR for ID in LIST if #t)]))
(list-of (* x x) for x in (range 10) if (odd? x))
Again, go over it and see how the binding structure makes the identifier
available in both expressions. Note that since we’re just playing around
we’re not paying too much attention to performance etc. (For example, if
we cared, we could have implemented the if
-less case by not using
filter
at all, or we could implement a filter
that accepts #t
as a
predicate and in that case just returns the list, or even implementing
it as a macro that identifies a (lambda (_) #t)
pattern and expands to
just the list (a bad idea in general).)
The last step: Python’s comprehension accepts multiple for
-in
s for
nested loops, possibly with if
filters at each level:
(syntax-rules (for in if)
[(list-of EXPR for ID in LIST if COND)
(map (lambda (ID) EXPR)
(filter (lambda (ID) COND) LIST))]
[(list-of EXPR for ID in LIST)
(list-of EXPR for ID in LIST if #t)]
[(list-of EXPR for ID in LIST for MORE ...)
(list-of EXPR for ID in LIST if #t for MORE ...)]
[(list-of EXPR for ID in LIST if COND for MORE ...)
(apply append (map (lambda (ID) (list-of EXPR for MORE ...))
(filter (lambda (ID) COND) LIST)))]))
A collection of examples that I found in the Python docs and elsewhere, demonstrating all of these:
(list-of (* x x) for x in (range 10))
;; [(x, y) for x in [1,2,3] for y in [3,1,4] if x != y]
(list-of (list x y) for x in '(1 2 3) for y in '(3 1 4)
if (not (= x y)))
(define (round-n x n) ; python-like round to n digits
(define 10^n (expt 10 n))
(/ (round (* x 10^n)) 10^n))
;; [str(round(pi, i)) for i in range(1, 6)]
(list-of (number->string (round-n pi i)) for i in (range 1 6))
(define matrix
'((1 2 3 4)
(5 6 7 8)
(9 10 11 12)))
;; [[row[i] for row in matrix] for i in range(4)]
(list-of (list-of (list-ref row i) for row in matrix)
for i in (range 4))
(define text '(("bar" "foo" "fooba")
("Rome" "Madrid" "Houston")
("aa" "bb" "cc" "dd")))
;; [y for x in text if len(x)>3 for y in x]
(list-of y for x in text if (> (length x) 3) for y in x)
;; [y for x in text for y in x if len(y)>4]
(list-of y for x in text for y in x if (> (string-length y) 4))
;; [y.upper() for x in text if len(x) == 3
;; for y in x if y.startswith('f')]
(list-of (string-upcase y) for x in text if (= (length x) 3)
for y in x if (regexp-match? #rx"^f" y))
Problems of syntax-rules
Macros
As we’ve seen, using syntax-rules
solves many of the problems of
macros, but it comes with a high price tag: the macros are “just”
rewrite rules. As rewrite rules they’re pretty sophisticated, but it
still loses a huge advantage of what we had with define-macro
— the
macro code is no longer Racket code but a simple language of rewrite
rules.
There are two big problems with this which we will look into now.
(DrRacket’s macro stepper tool can be very useful in clarifying these
examples.) The first problem is that in some cases we want to perform
computations at the macro level — for example, consider a repeat
macro that needs to expand like this:
(repeat 2 E) --> (begin E E)
(repeat 3 E) --> (begin E E E)
...
With a syntax-rules
macro we can match over specific integers, but we
just cannot do this with any integer. Note that this specific case can
be done better via a function — better by not replicating the
expression:
(when (> n 0) (thunk) (repeat/proc (sub1 n) thunk)))
(define-syntax-rule (repeat N E)
(repeat/proc N (lambda () E)))
or even better, assuming the above for
is already implemented:
(for i = 1 to N do E))
But still, we want to have the ability to do such computation. A
similar, and perhaps better example, is better error reporting. For
example, the above for
implementation blindly expands its input, so:
lambda: not an identifier in: 1
we get a bad error message in terms of lambda
, which is breaking
abstraction (it comes from the expansion of for
, which is an
implementation detail), and worse — it is an error about something
that the user didn’t write.
Yet another aspect of this problem is that sometimes we need to get
creative solutions where it would be very simple to write the
corresponding Racket code. For example, consider the problem of writing
a rev-app
macro — (rev-app F E …) should evaluate to a function
similar to (F E …), except that we want the evaluation to go from
right to left instead of the usual left-to-right that Racket does. This
code is obviously very broken:
(let (reverse ([x E] ...))
(F x ...)))
because it generates a malformed let
form — there is no way for
the macro expander to somehow know that the reverse
should happen at
the transformation level. In this case, we can actually solve this using
a helper macro to do the reversing:
(rev-app-helper F (E ...) ()))
(define-syntax rev-app-helper
(syntax-rules ()
;; this rule does the reversing, collecting the reversed
;; sequence in the last part
[(rev-app-helper F (E0 E ...) (E* ...))
(rev-app-helper F (E ...) (E0 E* ...))]
;; and this rule fires up when we're done with the reversal
[(rev-app-helper F () (E ...))
(let ([x E] ...)
(F x ...))]))
There are still problems with this — it complains about x ...
because there is a single x
there rather than a sequence of them; and
even if it did somehow work, we also need the x
s in that last line in
the original order rather than the reversed one. So the solution is
complicated by collecting new x
s while reversing — and since we need
them in both orders, we’re going to collect both orders:
(rev-app-helper F (E ...) () () ()))
(define-syntax rev-app-helper
(syntax-rules ()
;; this rule does the reversing, collecting the reversed
;; sequence in the last part -- also make up new identifiers
;; and collect them in *both* directions (`X' is the straight
;; sequence of identifiers, `X*' is the reversed one, and `E*'
;; is the reversed expression sequence); note that each
;; iteration introduces a new identifier called `t'
[(rev-app-helper F (E0 E ...) (X ... ) ( X* ...) ( E* ...))
(rev-app-helper F ( E ...) (X ... t) (t X* ...) (E0 E* ...))]
;; and this rule fires up when we're done with the reversal and
;; the generation
[(rev-app-helper F () (x ...) (x* ...) (E* ...))
(let ([x* E*] ...)
(F x ...))]))
;; see that it works
(define (show x) (printf ">>> ~s\n" x) x)
(rev-app list (show 1) (show 2) (show 3))
So, this worked, but in this case the simplicity of the syntax-rules
rewrite language worked against us, and made a very inconvenient
solution. This could have been much easier if we could just write a
“meta-level” reverse, and a use of map
to generate the names.
… And all of that was just the first problem. The second one is even
harder: syntax-rules
is designed to avoid all name captures, but
what if we want to break hygiene? There are some cases where you want
a macro that “injects” a user-visible identifier into its result. The
most common (and therefore the classic) example of this is an anaphoric
if
macro, that binds it
to the result of the test (which can be any
value, not just a boolean):
;; (assumes that if `x' is found, it is not the last one)
(define (after x l)
(let ([m (member x l)])
(if m
(second m)
(error 'after "~s not found in ~s" x l))))
which we want to turn to:
;; (assumes that if `x' is found, it is not the last one)
(define (after x l)
(if (member x l)
(second it)
(error 'after "~s not found in ~s" x l)))
The obvious definition of `if-it’ doesn’t work:
(let ([it E1]) (if it E2 E3)))
The reason it doesn’t work should be obvious now — it is designed to
avoid the it
that the macro introduced from interfering with the it
that the user code uses.
Next, we’ll see Racket’s “low level” macro system, which can later be used to solve these problems.