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CS321 Functional Programming 2 Dr John A Sharp 10 credits Tuesday 10am Robert Recorde Room Thursday 11am Robert Recorde Room Assessment 80% written examination in May/June 20% coursework probably two assignments – roughly weeks 4 and 7 Syllabus (Provisional) Type Classes

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slide1
CS321 Functional Programming 2

Dr John A Sharp

10 credits

Tuesday 10am Robert Recorde Room

Thursday 11am Robert Recorde Room

© JAS 2005

slide2
Assessment

80% written examination in May/June

20% coursework

probably two assignments – roughly weeks 4 and 7

© JAS 2005

slide3

Syllabus

(Provisional)

  • Type Classes
  • Programming with Streams
  • Lazy Data Structures
  • Memoization
  • Lambda Calculus
  • Type Checking and Inference
  • Implementation Approaches

© JAS 2005

slide4

Recommended Reading

Course will not follow any specific text

S Thompson, Haskell: The Craft of Functional Programming, Second Edition, Addison-Wesley, 1999

P Hudak, The Haskell School of Expression – Learning Functional Programming through Multimedia, Cambridge University press, 2000

R Bird, Introduction to Functional Programming using Haskell, Second Edition, Prentice-Hall, 1998

A J T Davie, An Introduction to Functional Programming using Haskell, Cambridge University Press, 1992

www.haskell.org

© JAS 2005

slide5
Notes will be handed out in sections

mainly copies of PowerPoint slides

some Haskell programs

They will also be available on a course web page

www.cs.swan.ac.uk/~csjohn/cs321/main.html

© JAS 2005

slide6
Assumptions from CS221 Functional Programming 1
  • Familiar with principles of Functional Programming
  • Able to write and run simple Haskell programs/scripts
  • Familiar with concepts of types and higher-order functions
  • Able to define own structured types
  • Familiar with basic λ calculus

© JAS 2005

slide7
Type Classes

Monomorphic functions

add1 :: Int -> Int

add1 x = x + 1

Parametric polymorphic functions

map :: (a -> b) -> [a] -> [b]

map f [] = []

map f (x:xs) = f x : (map f xs)

© JAS 2005

slide8
Ad-hoc polymorphic functions

add :: Int -> Int -> Int

add x y = x + y

add :: Float -> Float -> Float

add :: Double -> Double -> Double

add :: Num a => a -> a -> a

add x y = x + y

© JAS 2005

slide9
This sort of type expression is sometimes referred to as a “Qualified Type”.

Num a is termed a predicate which limits the types for which a type expression is valid. It is also termed the context for the type.

Multiple predicates can be defined

contrived :: (Num a, Eq b)=>a->b->b->a

contrived x y z = if y == z

then x + x

else x + x + x

© JAS 2005

slide10
For completeness we could specify an empty context for any polymorphic function

map :: () => (a -> b) -> [a] -> [b]

map f [] = []

map f (x:xs) = f x : (map f xs)

© JAS 2005

slide11
The predicate restricts the set of types for which the expression is valid.

Num a should be read as “for all types a that are members of the class Num.

Members of a class (which are types) are also called instances of a class.

© JAS 2005

slide12

Type classes allow us to group together types which have common properties (or more accurately common operations that can be applied to them).

An obvious example is the types for which equality can be defined. An appropriate Class is defined in the standard prelude:-

class Eq a where

(==), (/=) :: a -> a -> Bool

x /= y = not ( x == y )

© JAS 2005

slide13
class Eq a where

header introducing name of class and parameters (a)

(==), (/=) :: a -> a -> Bool

signature listing functions applicable to instances of

class and their type

(==) and (/=) are termed member functions

x /= y = not ( x == y )

default definitions of member functions that can be

overridden

© JAS 2005

slide14

Having defined the concept of an equality class the next step is to define various instances of the class.

The following examples are again taken from the standard prelude.

instance Eq Int where (==) = primEqInt

--primEqint is a primitive Haskell function

instance Eq Bool where

True == True = True

False == False = True

_ == _ = False

-- defined by pattern matching

© JAS 2005

slide15

instance Eq Char where

c == d = ord c == ord d

-- note the second == is defined on integers

instance (Eq a,Eq b) => Eq(a,b) where

(x,y) == (u,v) = x==u && y==v

-- pairwise equality

instance Eq a => Eq [a] where

[] == [] = True

[] == (y:ys) = False

(x:xs)== [] = False

(x:xs)== (y:ys) = x==y && xs==ys

-- extend to equality on lists

© JAS 2005

slide16
These declarations allow us to obtain definitions for equality on an infinite family of types involving pairs, and lists of (pairs and lists of) Int, Bool, Char.

The general format of an instance declaration is

instancecontext=>predicatewhere

definitions of member functions

We can define instances of Eq for user defined types.

© JAS 2005

slide17
Consider a definition of Sets

data Set a = Set [a]

To make the type Set a a member of the class Eq we define an instance of Eq.

Note that we do not use the standard (==) on the type a as we do not require the elements of the Sets to be in the same order.

instance Eq a => Eq (Set a) where

Set xs == Set ys =

xs 'subset' ys && ys 'subset xs

where xs 'subset' ys =

all ('elem' ys) xs

© JAS 2005

slide18
Some types (such as functions) can not be defined to be members of the class Eq (for obvious reasons, I hope). The error message that results from a mistaken attempt to test for equality can be obscure.

It is possible to make a test for equality on functions type check ok and produce a run-time error message using the standard error function defined in the standard prelude.

instance Eq (a->b) where

(==) = error "== not defined on fns"

© JAS 2005

slide19

If the functions are defined to operate on a finite set of elements then a form of equality can be defined.

instance Eq a => Eq (Bool->a) where

f == g = f False == g False &&

f True == g True

It is possible to have instances for both Eq (a->b) and

Eq (Bool->a) as long as both are not required at the same time in type checking some expression.

An a

© JAS 2005

slide20

Inheritance, Derived Classes, Superclasses, and Subclasses

In general a class declaration has the form

classcontext=>Class a1 .. anwhere

type declarations for member functions

default declarations of member functions

where Class is the name of a new type class which takes n arguments (a1 .. an ).

As with instances the context must be satisfied in order to construct any instance of the Class.

The predicates in the context part of the declaration are called the superclasses of Class. Class is a subclass of the classes in the context.

© JAS 2005

slide21
Consider a definition of a Class Ord whose instances have both strict (<), (>) and non-strict (<=), (>=) versions of an ordering defined on their elements.

class Eq a => Ord a where

(<),(<=),(>),(>=) :: a->a->Bool

max,min :: a->a->a

x < y = x <= y && x /= y

x >= y = y <= x

x > y = y < x

max x y | x >= y = x

| y >= x = y

min x y | x <= y = x

| y <= x = y

© JAS 2005

slide22

Why define Eq as a superclass of Ord?

• the default definition of (<) relies on the use of (/=) taken from the class Eq. Therefore every instance of Ord must be an instance of Eq.

• given the definition of non-strict ordering (<=) it is always possible to define (==) and hence (/=) using

x==y = x<=y && y<= x

so there will be no loss of generality in requiring Eq to be a superclass of Ord.

© JAS 2005

slide23
It is possible for some types to require a type to be an instance of class Ord in order to define it to be an instance of the class Eq.

For example consider an alternative way of defining equality on Sets.

instance Ord (Set a) => Eq (Set a) where

x == y = x <= y && y <= x

instance Eq a => Ord (Set a) where

Set xs <= Set ys = all ('elem' ys) xs

© JAS 2005

slide24

Eq

Ord

Enum

Integral

Fractional

RealFloat

Num

Real

RealFrac

Floating

Monad

Read

Functor

Show

MonadPlus

All Prelude Types

All but IO, (->)

IO, [], Maybe

IO, [], Maybe

IO, [], Maybe

Numeric Class Hierarchy

(), Bool, Char,

Int, Integer, Float,

Double, Ordering

All but IO, (->),

IOError

Int, Integer

All but IO, (->)

Int, Integer,

Float, Double

Int, Integer,

Float, Double

Float, Double

Bounded

Int, Char, Bool, (),

Ordering, tuples

Float, Double

Float, Double

Float, Double

© JAS 2005

slide25
Operations defined in these classes (red means must be provided)

Eq == /=

Ord < <= > >= max min compare

Num + - * negate abs signum fromInteger

Real toRational

Enum succ pred toEnum fromEnum enumFrom enumFromThen enumFromTo

enumFromThenTo

Integral quot rem div mod quotRem divMod

toInteger

Fractional / recip fromRational

RealFrac properFraction truncate round

ceiling floor

© JAS 2005

slide26
Floating pi exp log sqrt ** logBase sin cos

tan asin acos atan sinh cosh tanh asinh acosh atanh

RealFloat floatRadix floatDigits floatRange

decodeFloat encodeFloat exponent

significand scaleFloat isNaN

isInfinite isDenormalized isIEEE

isNegativeZero atan2

Show showsPrec showList show

Read readsPrec readList

Bounded minBound maxBound

Monad >>= >> return fail

Functor fmap

© JAS 2005

slide27
By introducing type classes Haskell has enabled programmers to use numerical types in a manner similar to the way they are used to in traditional imperative languages.

But what else are type classes useful for?

They can provide a mechanism for adding your own numerical types eg complex numbers

They can provide a mechanism for a sort of object-oriented programming

© JAS 2005

slide28
Imperative O-O Classes = Data + Methods

Objects contain values which can be changed by methods

Classes inherit data fields and methods

FP Classes = Methods

Methods/Functions can be applied to variables whose type is an Instance of a Class

Classes inherit methods/functions

© JAS 2005

slide29
Implementing Type Classes – An Approach using Dictionaries

A function with a qualified type context=>type is implemented by a function which takes an extra argument for every predicate in the context.

When the function is used each of these parameters is filled by a 'dictionary' which gives the values of each of the member functions in the appropriate class.

For example, for the class Eq each dictionary has at least two elements containing the definitions of the functions for (==) and (/=).

© JAS 2005

slide30

We will write

(#n d) to select nth element of dictionary

{dict} to denote a specific dictionary

( contents not displayed)

dnnn for a dictionary variable representing an unknown

dictionary

d:: Class Inst

to denote that d is dictionary for the instance

Inst of a class Class

© JAS 2005

slide31
The member functions of the class Eq thus behave as if defined

(==) d1 = (#1 d1)

(/=) d1 = (#2 d1)

The dictionary for Eq Int contains two entries:

d1 :: Eq Int

primEqInt

defNeq d1

© JAS 2005

slide32
Evaluating 2 == 3

=> (==) d1 2 3 => (#1 d1) 2 3

=> primEqInt 2 3

=> False

Evaluating 2 /= 3

=> (/=) d1 2 3 => (#2 d1) 2 3

=> defNeq d1 23

=> not ((==) d1 2 3)

=> not ((#1 d1) 2 3)

=> not (primEqInt 2 3)

=> not False

=> True

© JAS 2005

slide33
Now consider a more complex example

We have seen definitions of (==) in the instances of the class Eq defined for pairs and lists.

eqPair d (x,y) (u,v) =

(==) (#3 d) x u && (==) (#4 d) y v

eqList d [] [] = True

eqList d [] (y:ys) = False

eqList d (x:xs) [] = False

eqList d (x:xs) (y:ys) =

(==) (#3 d) x y && (==) d xs ys

© JAS 2005

slide34
The dictionary structure for Eq (Int, [Int]) is

d3 :: Eq (Int, [Int])

eqPair d3

defNeq d3

d2 :: Eq [Int]

eqList d3

defNeq d3

d1 :: Eq Int

defNeq d3

primEqInt

© JAS 2005

slide35
(2,[1]) == (2,[1.3])

=>

eqPair d3

(==) d3

(#1 d3)

(2,[1]) (2,[1,3])

=>

(==)

primEqInt

(#1 d1)

True

(#3 d3)

d1

2 2

&&

(==)

eqList d2

(#1 d2)

(#4 d3)

d2

[1] [1,3]

=>

(==)

primEqInt

(#1 d1)

True

(#3 d2)

d1

1 1

&&

eqList d2

(==)

(#1 d2)

False

d2

[]

[3]

© JAS 2005

slide36
Dictionaries for superclasses can be defined in a similar way as instance dictionaries.

For example for the Ord class which has Eq as a context

class Eq => Ord a where

(<),(<=),(>),(>=) :: a->a->Bool

max,min :: a->a->Bool

the dictionary would contain the following

(<)

(<=)

(>)

Eq a

(>=)

max

min

defLessThan d x y = (<=) d x y && (/=) (#7 d) x y

© JAS 2005

slide37
Combining Classes

A dictionary consists of three (possibly empty) components:

  • Superclass dictionaries
  • Instance specific dictionaries
  • Implementation of class members

instances of Eq have no superclass dictionaries

Eq Int has no instance specific dictionary

Classes with no member functions can be used as abbreviations for lists of predicates

class C a where cee :: a -> a

class D a where dee :: a -> a

class (C a, D a) => CandD a

© JAS 2005

slide38
Contexts and Derived Types

eg1 x = [x] == [x] || x == x

Since the(==)operation is applied to both lists and an argument xif x::athen we would seem to require instancesEq aandEq [a]giving a type signature

(Eq [a], Eq a) => a -> Bool

with translation

eg1 d1 d2 x = (==) d1 [x] [x] || (==) d2 x x

© JAS 2005

slide39
However, givend1::Eq[a]we can always findEq aby taking the third element ofd1((#3 d1)::Eq a).

Since it is more efficient to select an element from a dictionary than to complicate both type and translation with extra parameters the type ofeg1is (by default) derived as

Eq [a] => a -> Bool

with translation

eg1 d1 x = (==) d1 [x] [x] ||(==) (#3 d1) x x

© JAS 2005

slide40
If you definitely required the tuple context then this can be produced by explicitly defining the type and context ofeg1

eg2 = (\x y-> x ==x || y==y)

The type derived for this is

(Eq b, Eq a) => a -> b -> Bool

with translation

\d1 d2 x y -> (==) d2 x x || (==) d1 y y

© JAS 2005

slide41
If you wished to ensure that only one dictionary parameter is used you could explicitly type is using

Eq (a,b) => a -> b -> Bool

with translation

\d1 x y -> (==) (#3 d1) x x || (==) (#4 d1) y y

© JAS 2005