Using (sqrt x) in Lisp code - lisp

I am having some issue while writing symbolic differentiation in lisp.
I am trying write derivative of sqrt (x) but when i use this variable inside code, it give me that x is not defined.
;----------------------------------------
; deriv sqrt
;----------------------------------------
(defun derivsqrt (expr var)
(smult (smult (sdiv 1 2)
(sqrt (second expr))) ; This line gives me error
(deriv (second expr) var)))
I am calling this function like:
((eq 'sqrt (first expr))
(derivsqrt expr var))
and I am testing it with: (deriv '(sqrt (* 3 x)) 'x)
Can somebody help?

(second expr) is the list (* 3 x) which is not a number, but the function sqrt demands a number for its argument. Since you say you want to do symbolic differentiation, you probably should return a list with the symbol sqrt in it, rather than calling the function.

Related

Make `define` evaluate its first argument in Racket

In some dialects of LISP, there is a distinction between SET and SETQ, the first one evaluates its first argument so that you need to use the (SET (QUOTE …) …) syntax.
Since in Racket, quoting is not needed in definitions, define behaves as SETQ.
Is there a Racket function that behaves like SET? If no, how to write one?
I tried (define (SET a b) (define (eval a) b) b) but it does not seem to work when providing it to an other language with (provide SET).
Here's my quick attempt at this problem:
;; lib.rkt
#lang racket/base
(provide (rename-out [#set set]
[##%top #%top]
[#set! set!]
[#define define]))
(require syntax/parse/define)
(define env (make-hash))
(define (set x v stx)
(unless (hash-has-key? env x)
(raise-syntax-error #f "undefined id" stx))
(hash-set! env x v))
(define-simple-macro (##%top . x)
(hash-ref
env
'x
(λ () (raise-syntax-error #f "unbound id" (quote-syntax x)))))
(define (#set x v)
(set x v x))
(define-simple-macro (#set! x:id v)
(set 'x v (quote-syntax x)))
(define-simple-macro (#define x:id v)
(begin
(when (hash-has-key? env 'x)
(raise-syntax-error #f "id already defined" (quote-syntax x)))
(hash-set! env 'x v)))
#lang racket/base
(require "lib.rkt")
(define x 1)
(set (if #t 'x 'y) 2)
(add1 x) ; 3
(set! x 3)
(add1 x) ; 4
(add1 y) ; y: unbound id in: y
Note that this differs from original Racket in several ways. For example:
unbound ids are now reported at runtime instead of compile-time.
set! now won't work with set!-transformer.
define can't be used to define functions
define can't be used to shadow an identifier.
For (2) and (3), it's possible to get the original behavior back, but I don't want the answer to be too long, so I didn't include the full functionality. For now, I don't know how to solve (4).
Also note that you can only set identifiers defined via define. If you want to set identifiers defined via lambda, let, etc., you need to redefine these constructs too.
I would do it much less verbose and much simpler.
Since all arguments are evaluated, the set or let's say define% can be defined as a function!
(define (define% x y)
(eval `(define ,x ,y)))
One can even define functions using define% when using old-style form using lambda.
(define 'ab (lambda (x y) (+ x y)))
(ab 3 5) ;; 7
It even behaves correctly in terms of scope
(define (foo x)
(define% 'bar (lambda (x) (+ 1 x)))
(bar (bar (bar x))))
foo
;; #<procedure:foo>
bar
; bar: undefined;
; cannot reference undefined identifier
; [,bt for context]
(foo 3)
6
;; after first call however, bar is available in global environment
;; as pointed out by #AlexKnauf
bar
;; #<procedure:bar>
Thus there are some scoping issues ...
(let ((x 0))
(define% 'counter (lambda () (set! x (+ x 1)) x)))
counter
;; #<procedure>
(counter)
;; 1
(counter)
;; 2
(counter)
;; 3

lisp macro to build a list of an expression and it's evaluation

I'm trying to write a macro in Common Lisp that takes any number of expressions and builds a list containing each expression followed by its evaluation in a single line. For example, if I name my macro as
(defmacro list-builder (&rest exp)
...)
and I run
(let ((X 1) (Y 2)) (list-builder (+ X Y) (- Y X) X))
I want it to return:
'((+ X Y) 3 (- Y X) 1 X 1)
The best I've been able to do so far is get a list of the expressions using the code
(defmacro list-builder (&rest exp)
`',#`(',exp ,exp))
INPUT: (let ((X 1) (Y 2)) (list-builder (+ X Y) (+ Y X) X))
'((+ X Y) (+ Y X) X)
Strictly speaking, the macro itself cannot do that; what the macro must do is generate code in which the argument expressions are embedded in such a way that they are evaluated, and also in such a way that they are quoted.
Given (list-builder (+ x y) (+ y x) x) we would like to generate this code: (list '(+ x y) (+ x y) '(+ y x) (+ y x) 'x x).
We can split the macro into an top-level wrapper defined with defmacro and an expander function that does the bulk of the work of producing the list arguments; The macro's body just sticks the list symbol on it and returns it.
Macro helper functions have to be wrapped with a little eval-when dance in Common Lisp to make sure they are available in all conceivable situations that the macro might be processed:
(eval-when (:compile-toplevel :load-toplevel :execute)
(defun list-builder-expander (exprs)
(cond
((null exprs) nil)
((atom exprs) (error "list-builder: dotted syntax unsupported":))
(t (list* `',(car exprs) (car exprs)
(list-builder-expander (cdr exprs)))))))
(defmacro list-builder (&rest exprs)
(cons 'list (list-builder-expander exprs)))
A "slick" implementation, all in one defmacro, inside a single backquote expression, might go like this:
(defmacro list-builder (&rest exprs)
`(list ,#(mapcan (lambda (expr) (list `',expr expr)) exprs)))
The "dotted syntax unsupported" check we implemented before now becomes an error out of mapcan.
The lambda turns each expression E into the list ((quote E) E). mapcan catenates these lists together to form the arguments for list, which are then spliced into the (list ...) form with ,#.
The form `',expr follows from applying the quote shorthand to `(quote ,expr).
Of course, a lisp macro can do that. Since lisp macros provide full control over evaluation of their arguments.
You have to use macro helper functions only in cases in which you want to use recursion. Since macros have problems to call themselves recursively.
But by looping over the &rest rest argument, you can generate variadic macros (macros with arbitrary number of arguments) and still control the evaluation of each of its arguments.
After some trial and error cycles (macro construction is an incremental procedure, since macros are complex structures), I obtained the
"simpler" solution:
(defmacro list-builder (&rest rest)
`(list ,#(loop for x in `,rest
nconcing (list `',x x))))
Test by:
(let ((X 1)
(Y 2))
(list-builder (+ X Y) (- Y X) X))
;; ((+ X Y) 3 (- Y X) 1 X 1)
Sometimes, in loop constructs, instead of collect/collecting, use nconc/nconcing in combination with (list ...) to have more control over how the elements are consed together.
The
(list `',x x)
ensures, that the second x gets evaluated, while the first
`',x
places the content of x into the expression, while its quoting prevents the evluation of the expression placed for x.
The outer list in combination with the splicing of the loop construct into it,
finally captures (prevents) the intrinsic very final evaluation of the macro body.
(defmacro list-builder (&rest args)
`(let ((lst ',args)
(acc nil))
(dolist (v lst)
(push v acc)
(push (eval v) acc))
(nreverse acc)))
We could create the list builder macro to take rest parameters as you did (I simply renamed them as args for pseudo code). I'd create a quoted list (lst) of the expressions within the list, and an empty list (acc) to store the expressions and whatever they evaluate to later. Then we can use dolist to iterate through our list and push each expression to the list, followed by whatever it evaluates to by running eval on the expression. Then we can finally use nreverse to get the correct order for the list.
We can then call it:
(let ((x 1)
(y 2))
(declare (special x))
(declare (special y))
(list-builder (+ x y) (- y x) x))
The result will be:
((+ X Y) 3 (- Y X) 1 X 1)
CL-USER>

Catch-22 situation with Common Lisp macros

Often when I try to write a macro, I run up against the following difficulty: I need one form that is passed to the macro to be evaluated before being processed by a helper function that is invoked while generating the macro's expansion. In the following example, we are only interested in how we could write a macro to emit the code we want, and not in the uselessness of the macro itself:
Imagine (bear with me) a version of Common Lisp's lambda macro, where only the number of arguments is important, and the names and order of the arguments are not. Let's call it jlambda. It would be used like so:
(jlambda 2
...body)
where 2 is the arity of the function returned. In other words, this produces a binary operator.
Now imagine that, given the arity, jlambda produces a dummy lambda-list which it passes to the actual lambda macro, something like this:
(defun build-lambda-list (arity)
(assert (alexandria:non-negative-integer-p arity))
(loop for x below arity collect (gensym)))
(build-lambda-list 2)
==> (#:G15 #:G16)
The expansion of the above call to jlambda will look like this:
(lambda (#:G15 #:16)
(declare (ignore #:G15 #:16))
…body))
Let's say we need the jlambda macro to be able to receive the arity value as a Lisp form that evaluates to a non-negative integer (as opposed to receiving a non-negative integer directly) eg:
(jlambda (+ 1 1)
...body)
The form (+ 1 1) needs to be evaluated, then the result needs to be passed to build-lambda-list and that needs to be evaluated, and the result of that is inserted into the macro expansion.
(+ 1 1)
=> 2
(build-lambda-list 2)
=> (#:G17 #:18)
(jlambda (+ 1 1) ...body)
=> (lambda (#:G19 #:20)
(declare (ignore #:G19 #:20))
…body))
So here's a version of jlambda that works when the arity is provided as a number directly, but not when it's passed as a form to be evaluated:
(defun jlambda-helper (arity)
(let ((dummy-args (build-lambda-list arity)))
`(lambda ,dummy-args
(declare (ignore ,#dummy-args))
body)))
(defmacro jlambda (arity &body body)
(subst (car body) 'body (jlambda-helper arity)))
(jlambda 2 (print “hello”)) ==> #<anonymous-function>
(funcall *
'ignored-but-required-argument-a
'ignored-but-required-argument-b)
==> “hello”
“hello”
(jlambda (+ 1 1) (print “hello”)) ==> failed assertion in build-lambda-list, since it receives (+ 1 1) not 2
I could evaluate the (+ 1 1) using the sharp-dot read macro, like so:
(jlambda #.(+ 1 1) (print “hello”)) ==> #<anonymous-function>
But then the form cannot contain references to lexical variables, since they are not available when evaluating at read-time:
(let ((x 1))
;; Do other stuff with x, then:
(jlambda #.(+ x 1) (print “hello”))) ==> failure – variable x not bound
I could quote all body code that I pass to jlambda, define it as a function instead, and then eval the code that it returns:
(defun jlambda (arity &rest body)
(let ((dummy-args (build-lambda-list arity)))
`(lambda ,dummy-args
(declare (ignore ,#dummy-args))
,#body)))
(eval (jlambda (+ 1 1) `(print “hello”))) ==> #<anonymous-function>
But I can't use eval because, like sharp-dot, it throws out the lexical environment, which is no good.
So jlambda must be a macro, because I don't want the function body code evaluated until the proper context for it has been established by jlambda's expansion; however it must also be a function, because I want the first form (in this example, the arity form) evaluated before passing it to helper functions that generate the macro expansion. How do I overcome this Catch-22 situation?
EDIT
In response to #Sylwester 's question, here's an explanation of the context:
I'm writing something akin to an “esoteric programming language”, implemented as a DSL in Common Lisp. The idea (admittedly silly but potentially fun) is to force the programmer, as far as possible (I'm not sure how far yet!), to write exclusively in point-free style. To do this, I will do several things:
Use curry-compose-reader-macros to provide most of the functionality required to write in point-free style in CL
Enforce functions' arity – i.e. override CL's default behaviour that allows functions to be variadic
Instead of using a type system to determine when a function has been “fully applied” (like in Haskell), just manually specify a function's arity when defining it.
So I'll need a custom version of lambda for defining a function in this silly language, and – if I can't figure that out - a custom version of funcall and/or apply for invoking those functions. Ideally they'll just be skins over the normal CL versions that change the functionality slightly.
A function in this language will somehow have to keep track of its arity. However, for simplicity, I would like the procedure itself to still be a funcallable CL object, but would really like to avoid using the MetaObject Protocol, since it's even more confusing to me than macros.
A potentially simple solution would be to use a closure. Every function could simply close over the binding of a variable that stores its arity. When invoked, the arity value would determine the exact nature of the function application (i.e. full or partial application). If necessary, the closure could be “pandoric” in order to provide external access to the arity value; that could be achieved using plambda and with-pandoric from Let Over Lambda.
In general, functions in my language will behave like so (potentially buggy pseudocode, purely illustrative):
Let n be the number of arguments provided upon invocation of the function f of arity a.
If a = 0 and n != a, throw a “too many arguments” error;
Else if a != 0 and 0 < n < a, partially apply f to create a function g, whose arity is equal to a – n;
Else if n > a, throw a “too many arguments” error;
Else if n = a, fully apply the function to the arguments (or lack thereof).
The fact that the arity of g is equal to a – n is where the problem with jlambda would arise: g would need to be created like so:
(jlambda (- a n)
...body)
Which means that access to the lexical environment is a necessity.
This is a particularly tricky situation because there's no obvious way to create a function of a particular number of arguments at runtime. If there's no way to do that, then it's probably easiest to write a a function that takes an arity and another function, and wraps the function in a new function that requires that is provided the particular number of arguments:
(defun %jlambda (n function)
"Returns a function that accepts only N argument that calls the
provided FUNCTION with 0 arguments."
(lambda (&rest args)
(unless (eql n (length args))
(error "Wrong number of arguments."))
(funcall function)))
Once you have that, it's easy to write the macro around it that you'd like to be able to:
(defmacro jlambda (n &body body)
"Produces a function that takes exactly N arguments and and evalutes
the BODY."
`(%jlambda ,n (lambda () ,#body)))
And it behaves roughly the way you'd want it to, including letting the arity be something that isn't known at compile time.
CL-USER> (let ((a 10) (n 7))
(funcall (jlambda (- a n)
(print 'hello))
1 2 3))
HELLO
HELLO
CL-USER> (let ((a 10) (n 7))
(funcall (jlambda (- a n)
(print 'hello))
1 2))
; Evaluation aborted on #<SIMPLE-ERROR "Wrong number of arguments." {1004B95E63}>.
Now, you might be able to do something that invokes the compiler at runtime, possibly indirectly, using coerce, but that won't let the body of the function be able to refer to variables in the original lexical scope, though you would get the implementation's wrong number of arguments exception:
(defun %jlambda (n function)
(let ((arglist (loop for i below n collect (make-symbol (format nil "$~a" i)))))
(coerce `(lambda ,arglist
(declare (ignore ,#arglist))
(funcall ,function))
'function)))
(defmacro jlambda (n &body body)
`(%jlambda ,n (lambda () ,#body)))
This works in SBCL:
CL-USER> (let ((a 10) (n 7))
(funcall (jlambda (- a n)
(print 'hello))
1 2 3))
HELLO
CL-USER> (let ((a 10) (n 7))
(funcall (jlambda (- a n)
(print 'hello))
1 2))
; Evaluation aborted on #<SB-INT:SIMPLE-PROGRAM-ERROR "invalid number of arguments: ~S" {1005259923}>.
While this works in SBCL, it's not clear to me whether it's actually guaranteed to work. We're using coerce to compile a function that has a literal function object in it. I'm not sure whether that's portable or not.
NB: In your code you use strange quotes so that (print “hello”) doesn't actually print hello but the whatever the variable “hello” evaluates to, while (print "hello") does what one would expect.
My first question is why? Usually you know how many arguments you are taking compile time or at least you just make it multiple arity. Making an n arity function only gives you errors when passwd with wrong number of arguments as added feature with the drawback of using eval and friends.
It cannot be solved as a macro since you are mixing runtime with macro expansion time. Imagine this use:
(defun test (last-index)
(let ((x (1+ last-index)))
(jlambda x (print "hello"))))
The macro is expanded when this form is evaluated and the content replaced before the function is assigned to test. At this time x doesn't have any value whatsoever and sure enough the macro function only gets the symbols so that the result need to use this value. lambda is a special form so it again gets expanded right after the expansion of jlambda, also before any usage of the function.
There is nothing lexical happening since this happens before the program is running. It could happen before loading the file with compile-file and then if you load it will load all forms with the macros already expanded beforehand.
With compile you can make a function from data. It is probably as evil as eval is so you shouldn't be using it for common tasks, but they exist for a reason:
;; Macro just to prevent evaluation of the body
(defmacro jlambda (nexpr &rest body)
`(let ((dummy-args (build-lambda-list ,nexpr)))
(compile nil (list* 'lambda dummy-args ',body))))
So the expansion of the first example turns into this:
(defun test (last-index)
(let ((x (1+ last-index)))
(let ((dummy-args (build-lambda-list x)))
(compile nil (list* 'lambda dummy-args '((print "hello")))))))
This looks like it could work. Lets test it:
(defparameter *test* (test 10))
(disassemble *test*)
;Disassembly of function nil
;(CONST 0) = "hello"
;11 required arguments <!-- this looks right
;0 optional arguments
;No rest parameter
;No keyword parameters
;4 byte-code instructions:
;0 (const&push 0) ; "hello"
;1 (push-unbound 1)
;3 (calls1 142) ; print
;5 (skip&ret 12)
;nil
Possible variations
I've made a macro that takes a literal number and makes bound variables from a ... that can be used in the function.
If you are not using the arguments why not make a macro that does this:
(defmacro jlambda2 (&rest body)
`(lambda (&rest #:rest) ,#body))
The result takes any number of arguments and just ignores it:
(defparameter *test* (jlambda2 (print "hello")))
(disassemble *test*)
;Disassembly of function :lambda
;(CONST 0) = "hello"
;0 required arguments
;0 optional arguments
;Rest parameter <!-- takes any numer of arguments
;No keyword parameters
;4 byte-code instructions:
;0 (const&push 0) ; "hello"
;1 (push-unbound 1)
;3 (calls1 142) ; print
;5 (skip&ret 2)
;nil
(funcall *test* 1 2 3 4 5 6 7)
; ==> "hello" (prints "hello" as side effect)
EDIT
Now that I know what you are up to I have an answer for you. Your initial function does not need to be runtime dependent so all functions indeed have a fixed arity, so what we need to make is currying or partial application.
;; currying
(defmacro fixlam ((&rest args) &body body)
(let ((args (reverse args)))
(loop :for arg :in args
:for r := `(lambda (,arg) ,#body)
:then `(lambda (,arg) ,r)
:finally (return r))))
(fixlam (a b c) (+ a b c))
; ==> #<function :lambda (a) (lambda (b) (lambda (c) (+ a b c)))>
;; can apply multiple and returns partially applied when not enough
(defmacro fixlam ((&rest args) &body body)
`(let ((lam (lambda ,args ,#body)))
(labels ((chk (args)
(cond ((> (length args) ,(length args)) (error "too many args"))
((= (length args) ,(length args)) (apply lam args))
(t (lambda (&rest extra-args)
(chk (append args extra-args)))))))
(lambda (&rest args)
(chk args)))))
(fixlam () "hello") ; ==> #<function :lambda (&rest args) (chk args)>
;;Same but the zero argument functions are applied right away:
(defmacro fixlam ((&rest args) &body body)
`(let ((lam (lambda ,args ,#body)))
(labels ((chk (args)
(cond ((> (length args) ,(length args)) (error "too many args"))
((= (length args) ,(length args)) (apply lam args))
(t (lambda (&rest extra-args)
(chk (append args extra-args)))))))
(chk '()))))
(fixlam () "hello") ; ==> "hello"
If all you want is lambda functions that can be applied either partially or fully, I don't think you need to pass the amount of parameters explicitly. You could just do something like this (uses Alexandria):
(defmacro jlambda (arglist &body body)
(with-gensyms (rest %jlambda)
`(named-lambda ,%jlambda (&rest ,rest)
(cond ((= (length ,rest) ,(length arglist))
(apply (lambda ,arglist ,#body) ,rest))
((> (length ,rest) ,(length arglist))
(error "Too many arguments"))
(t (apply #'curry #',%jlambda ,rest))))))
CL-USER> (jlambda (x y) (format t "X: ~s, Y: ~s~%" x y))
#<FUNCTION (LABELS #:%JLAMBDA1046) {1003839D6B}>
CL-USER> (funcall * 10) ; Apply partially
#<CLOSURE (LAMBDA (&REST ALEXANDRIA.0.DEV::MORE) :IN CURRY) {10038732DB}>
CL-USER> (funcall * 20) ; Apply fully
X: 10, Y: 20
NIL
CL-USER> (funcall ** 100) ; Apply fully again
X: 10, Y: 100
NIL
CL-USER> (funcall *** 100 200) ; Try giving a total of 3 args
; Debugger entered on #<SIMPLE-ERROR "Too many arguments" {100392D7E3}>
Edit: Here's also a version that lets you specify the arity. Frankly, I don't see how this could possibly be useful though. If the user cannot refer to the arguments, and nothing is done with them automatically, then, well, nothing is done with them. They might as well not exist.
(defmacro jlambda (arity &body body)
(with-gensyms (rest %jlambda n)
`(let ((,n ,arity))
(named-lambda ,%jlambda (&rest ,rest)
(cond ((= (length ,rest) ,n)
,#body)
((> (length ,rest) ,n)
(error "Too many arguments"))
(t (apply #'curry #',%jlambda ,rest)))))))
CL-USER> (jlambda (+ 1 1) (print "hello"))
#<CLOSURE (LABELS #:%JLAMBDA1085) {1003B7913B}>
CL-USER> (funcall * 2)
#<CLOSURE (LAMBDA (&REST ALEXANDRIA.0.DEV::MORE) :IN CURRY) {1003B7F7FB}>
CL-USER> (funcall * 5)
"hello"
"hello"
Edit2: If I understood correctly, you might be looking for something like this (?):
(defvar *stack* (list))
(defun jlambda (arity function)
(lambda ()
(push (apply function (loop repeat arity collect (pop *stack*)))
*stack*)))
CL-USER> (push 1 *stack*)
(1)
CL-USER> (push 2 *stack*)
(2 1)
CL-USER> (push 3 *stack*)
(3 2 1)
CL-USER> (push 4 *stack*)
(4 3 2 1)
CL-USER> (funcall (jlambda 4 #'+)) ; take 4 arguments from the stack
(10) ; and apply #'+ to them
CL-USER> (push 10 *stack*)
(10 10)
CL-USER> (push 20 *stack*)
(20 10 10)
CL-USER> (push 30 *stack*)
(30 20 10 10)
CL-USER> (funcall (jlambda 3 [{reduce #'*} #'list])) ; pop 3 args from
(6000 10) ; stack, make a list
; of them and reduce
; it with #'*

explanation of lambda expression in scheme

I was wondering if anyone could explain this lambda expression and how the output is derived. I put it into the interpreter and am getting ((2) 2). I'm just not sure why it's giving me that instead of just (2 2).
((lambda x (cons x x)) 2)
The expression (lambda x (cons x x)) produces a function; the function puts all arguments into a list x; the function returns (cons x x).
Your expression calls the above function with an argument of 2. In the function x is (2) (a list of all the arguments). The function (cons '(2) '(2)) returns ((2) 2)
(cons x x)
is not the same as
(list x x)
since it produces dotted pairs, e.g. (cons 2 2) returns (2 . 2).
But when the right side of a dotted pair is a list, the whole thing is a list. (lambda x expr) takes an arbitrary number of arguments, puts them in a list x, so that's (2) here. The dotted pair ((2) . (2)) is printed as ((2) 2) per Lisp conventions.
Yep, you've ran off the deep end of scheme.
You've stublled across the notation that allows you to write a function that accepts zero or more arguments. (any number really)
(define add-nums
(lambda x
(if (null? x)
0
(+ (car x) (apply add-nums (cdr x))))))
(add-nums 1 87 203 87 2 4 5)
;Value: 389
If you just want one argument you need to enclose x in a set of parenthesis.
And you want to use
(list x x)
or
(cons x (cons x '())
as the function body, as a properly formed list will have an empty list in the tail position.
You probably wanted to write:
((lambda (x) (cons x x)) 2)
(note the brackets around x).

LISP functions that perform both symbolic and numeric operations on expressions using +, -, *, and /

I'm currently working on a LISP exercise for a small project and need severe help. This may be more or less of a beginner's question but I'm absolutely lost on writing a certain function that takes in two unevaluated functions and spits out the result dependent on if the variables were given an assignment or not.
An example would be
(setq p1 '(+ x (* x (- y (/ z 2)))))
Where
(evalexp p1 '( (x 2) (z 8) ))
returns (+ 2 (* 2 (- y 4)))
My goal is to write the evalexp function but I can't even think of where to start.
So far I have
(defun evalexp (e b) )
.. not very much. If anyone could please help or lead me in a good direction I'd be more than appreciative.
Here's a full solution. It's pretty straightforward, so I'll leave out a full explanation. Ask me in the comments if there's anything you can't figure out yourself.
(Using eval to do the actual evaluation might not be what you want in your exercise/project. Look up "meta-circular interpreter" for another way.)
(defun apply-env (exp env)
(reduce (lambda (exp bdg) (subst (cadr bdg) (car bdg) exp))
env :initial-value exp))
(defun try-eval (exp)
(if (atom exp)
exp
(let ((exp (mapcar #'try-eval exp)))
(if (every #'numberp (cdr exp))
(eval exp)
exp))))
(defun evalexp (exp env)
(try-eval (apply-env exp env)))
Here's a hint, this is how you might do it (in pseudocode):
function replace(vars, list):
for each element of list:
if it's an atom:
if there's an association in vars:
replace atom with value in vars
else:
leave atom alone
else:
recursively apply replace to the sublist
There will certainly be some details to work out as you convert this to Lisp code.