{---------------------------------------------------------------
--
-- Evolve.hs : contains genetic operations (crossover and mutation)
-- defination for the system.
-- [email protected] September 25, 1997
--
--------------------------------------------------------------}
module Evolve (mutateExp,xOverExp) where
import Header(TypeExp(..), ParseTree(..),Expression(..))
import Create(createTree,extract)
import Unify(Theta(..),unify,xoverUnify,applySubToExp)
import Eval(atoi)
---mutateExp-------------------------------------------------------------------------------
--
-- This function takes a parse tree, a level and a randomList as arguments.
-- If the parse tree is successfully mutated, it returns the new parse tree.
-- Otherwise, it returns the orginal parse tree.
-- Mutation can't be performed at partial application node.
mutateExp:: Expression -> Int -> Int -> [Int] -> (Expression, Theta, [Int])
mutateExp anExp level treeDepth rList =
-- trace ("mutateExp "++show level) $
case anExp of
{
(Lambda s exp) ->
case (mutateExp exp level treeDepth rList) of
{(exp', theta, rList') -> (Lambda s (applySubToExp exp' theta), theta, rList')};
(Application exp1 exp2 aType@(Arrow t1 t2)) ->
case (mutateExp exp2 level treeDepth rList) of
{ (exp2', theta, rList') ->
if exp2 == exp2' then
case (mutateExp exp1 level treeDepth rList') of
{ (exp1',theta',rList'') ->
(Application exp1' exp2 aType, theta', rList'')
}
else
(Application exp1 exp2' aType, theta, rList')
};
(Application exp1 exp2 aType) ->
if (level /= treeDepth) && odd (head rList) then -- we do not mutate at root level
case (createTree level aType (tail rList) [] 20) of -- typeNum starts at 20
{ (newTree, rList', theta, typeNum') ->
if newTree == Empty then
(anExp,[], rList')
else
(extract newTree, theta, rList')
}
else -- no muation on this node, try subtrees
case (mutateExp exp2 (level-1) treeDepth (tail rList)) of
{ (exp2',theta,rList') ->
if exp2 == exp2' then -- no mutation happening
case (mutateExp exp1 (level-1) treeDepth rList') of
{ (exp1',theta',rList'') ->
(Application exp1' exp2 aType,theta',rList'')
}
else
(Application exp1 exp2' aType,theta,rList')
};
_ -> (anExp, [], rList)
}
-- xOverExp function----------------------------------------------------------------------------
--
-- This function takes two parse trees and performs crossover with them.
-- It returns one new prase tree if success or the first tree if not.
xOverExp :: Expression -> Expression -> Int -> Int -> [Int] -> (Expression,Theta,[Int])
xOverExp anExp tree2 level treeDepth rList =
-- trace ("xOverExp "++show level) $
case anExp of
{
(Lambda s exp) ->
--trace ("xOver lambda "++show exp++show level) $
case (xOverExp exp tree2 level treeDepth rList) of
{ (exp', theta, rList') -> (Lambda s (applySubToExp exp' theta), theta, rList')};
(Application exp1 exp2 aType) ->
--trace ("xOver App"++show aType++show tree2++show level) $
if ( even (head rList) ) then -- we do xover at root level
case (selectTree aType tree2 level treeDepth (tail rList)) of
{ (newTree, theta, rList') ->
if newTree == Empty then
(anExp,[], rList')
else
(extract newTree, theta, rList')
}
else -- no xOver on this node, try subtrees, left to right
case (xOverExp exp2 tree2 (level-1) treeDepth (tail rList)) of
{ (exp2',theta,rList') ->
if exp2 == exp2' then -- no xover happening
case (xOverExp exp1 tree2 (level-1) treeDepth rList') of
{ (exp1',theta',rList'') -> (Application exp1' exp2 aType,theta',rList'')}
else
(Application exp1 exp2' aType,theta,rList')
};
_ -> --trace ("xOver others"++show anExp++show level) $
(anExp, [], rList) -- don't do xover at leaf (constant, variable)
}
--selectTree function-------------------------------------------------------------
--
--This function takes a Type and a Parse Tree. It select a branch in the Parse Tree
--which returns the same type as the given type. It either returns a new Tree or
--an Empty tree.
--Note: both aType and typeExp can contain type variable.
selectTree :: TypeExp -> Expression -> Int -> Int -> [Int] -> (ParseTree, Theta, [Int])
selectTree aType anExp level treeDepth rList =
--trace ("selectTree "++show level) $
case anExp of
{
(Lambda x exp) ->
selectTree aType exp level treeDepth rList;
(Application exp1 exp2 typeExp) ->
-- trace ("selectTree"++show aType++show (Application exp1 exp2 typeExp)++show level) $
if (level >= treeDepth && odd (head rList)) then
let (unifiable,theta) = xoverUnify True [(aType, typeExp )][]
in if unifiable then
(ExpCons anExp, theta, tail rList)
else
(Empty,[], tail rList)
else -- did not select this node, try subtrees, from left to right
case (selectTree aType exp2 (level+1) treeDepth (tail rList)) of
{ (newBranch,theta,rList') ->
if newBranch == Empty then
selectTree aType exp1 (level+1) treeDepth rList'
else
(newBranch,theta,rList')
};
_ -> (Empty, [], rList)
}