Functional Programming
Overview of the lambda calculus and Scheme.
Lecture slide: click here
Readings: Scott, ch. 10 (including 10.6.1 on the CD), Dybvig ch. 1,2 (optional)
λ-Calculus
A Turing complete model of computation that has its syntax and reduction rules. It is the basis for functional languages.
Syntax
ç-calculus has variables, abstraction and application.
Variables: lower-case letters. Such as x
.
Abstraction: (definition of function) λx.M
, x
being the function parameter, M
being the function body.
Application: (invocation of function) M N
. Call function M
with the argument N
.
Abstraction is right-associative, application is left-associative. And application has precedence over abstraction. (For example,λx. y λx. z
means λx.(y (λx.z))
)
Free and bound variables
In term λx.M
, the scope of x
is M
. So, we call x
bound in M
. The variables that are not bound are free.
α-conversion
Renaming bound variables. Usually used to avoid name collision.
λy.(...y...) → λw.(...w...)
β-reduction
Applying the argument and calling the function.
(λx.M) N → [x→N]M
[x→N]M
means M
with all bound occurences of x
replaced by N
.
Restriction: N
should not have any free variables which are bound in N
.
Normal form
An expression that cannot be β-reduced any further is a normal form.
Not everything has a normal form. For example, (λz.z z)(λz.z z)
reduces to itself which will result in infinite application.
Evaluation strategies
Slide page 7
For example, (λx.λy.yxx)((λx.x)(λy.z))
normal-order: reduct the outermost "redex" first.
[x→(λx.x)(λy.z)](λy.yxx) → λy.y((λx.x)(λy.z))((λx.x)(λy.z)
2.applicative-order: arguments to a function evaluated first, from left to right.
(λx.λy.yxx)([x→(λy.z)]x) → (λx.λy.yxx)((λy.z))
Some observations:
If a lambda reduction terminates, it terminates to the same reduced expression regardless of reduction order.
If a terminating lambda reduction exists, normal order evaluation will terminate.
η-reduction
η(eta)-reduction is used to eliminate useless variables.
(λx.M x) → M
Computational power
The untyped λ-calculus is Turing complete.
Numbers and numerals: number is an abstract idea, numeral is the representation of a number.
Booleans:
TRUE ≡ λa.λb.a
FALSE ≡ λa.λb.b
IF ≡ λc.λt.λe.(cte)
AND ≡ λm.λn.λa.λb.m(nab)b
OR ≡ λm.λn.λa.λb.ma(nab)
NOT ≡ λm.λa.λb.mba
Arithmetic:
Some numerals
⌜0⌝ ≡ λfx.x
⌜1⌝ ≡ λfx.fx
⌜2⌝ ≡ λfx.f(fx)
⌜3⌝ ≡ λfx.f(f(fx))
Some operations
ISZERO ≡ λn.n(λx.FALSE)TRUE
SUCC ≡ λnfx.f(nfx) // n+1
PRED ≡ λn.n(λgk.(g⌜1⌝)(λu.PLUS(gk)⌜1⌝)k)(λv.⌜0⌝)⌜0⌝ // n-1
PLUS ≡ λmnfx.mf(nfx) // m+n
MULT ≡ λmnf.m(nf) // m*n
EXP ≡ λmn.nm // n^m
Iteration
MUL = λmn.m (ADD n) 0
EXP = λmn.m (MUL n) 1
Scheme overview
Yet Another Scheme Tutorial (Chinese)
symbol?
number?
pair?
list?
null?
zero?
List
(cons 'a '(b))
=> list (a b)
(cons 'a 'b)
=> dotted pair (a . b)
car
: get head of list.
cdr
: get rest of list.
cons
: perpend an element to a list.
'()
: null list.
List decomposition
(car '(this is a list of symbols))
=> this
(cdr '(this is a list of symbols))
=> (is a list of symbols)
(cdr '(this that))
=> (that) ; a list
(cdr '(singleton))
=> () ; the empty list
(car '())
=> Error: car expects argument of type<pair>; given()
(cadr xs)
is (car (cdr xs))
(cdddr xs)
is (cdr (cdr (cdr xs)))
List building
(cons 'this '(that and the other))
=> (this that and the other)
(cons 'a '())
=> (a)
shortcut: (list 'a 'b 'c 'd 'e)
Quoting data ('...
)
'...
)quote
or '
to describe data.
(quote (1 2 3 4))
(quote (Baby needs a new pair of shoes))
'(this also works)
Booleans
#t
: true.
#f
: false.
Any value not equal to #f
is considered to be true.
Simple control structures
Conditional
(if condition expr1 expr2)
Generalized form
(cond
(pred1 expr1)
(pred2 expr2)
...
(else exprn))
Global definitions
define
is a special function that only can be used at the top level to create global variables.
; (define name value)
(define x 15)
(define sqr (lambda (n) (* n n))
; (define (name ...parameters) body)
(define (sqr n) (* n n))
Locals: let
, let*
and letrec
let
, let*
and letrec
Basic let
skeleton:
(let
((v1 init1) (v2 init2) ... (vn initn))
body)
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