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tree.py
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679 lines (545 loc) · 19.2 KB
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from parser import *
from probmodel import *
import copy
import numpy as np
#we are going to use a sentinental node for leaves
class BinaryNode():
def __init__(self, val = 0):
self.val = val
if val == 0:
self.left = None
self.right = None
else:
self.left = BinaryNode()
self.right = BinaryNode()
def printNode(self):
string = str(self.val) + '{L('
if self.left != None and self.left.val != 0:
string += self.left.printNode()
else:
string += 'None'
string += '),R('
if self.right != None and self.right.val != 0:
string += self.right.printNode()
else:
string += 'None'
string += ')}'
return string
def update(self, val):
self.right = BinaryNode()
self.left = BinaryNode()
self.val = val
class BinaryTree():
def __init__(self):
self.head = BinaryNode()
def printTree(self):
if self.head.val != 0:
print(self.head.printNode())
else:
print('None')
def addNodep(self, node, val):
if node.val == 0:
node.update(val)
elif node.val > val:
self.addNodep(node.left,val)
else:
self.addNodep(node.right,val)
def addNode(self, val):
self.addNodep(self.head,val)
def isSamep(self, node1, node2):
if node1 == None:
return node2 == None
elif node2 == None:
return node1 == None
if node1.val != node2.val:
return False
else:
l = self.isSamep(node1.left, node2.left)
r = self.isSamep(node1.right, node2.right)
return (l and r)
def isSame(self, tree):
return self.isSamep(self.head, tree.head)
def sizep(self, node):
if node.val != 0:
return 1 + self.sizep(node.right) + self.sizep(node.left)
else:
return 0
def size(self):
return self.sizep(self.head)
def generateNumbers(amount):
return np.random.randint(1,100, amount).tolist()
def generateTrees(amount):
trees = []
for i in range(amount):
depth = np.random.randint(1,6)
nums = generateNumbers(depth)
tree = BinaryTree()
for num in nums:
tree.addNode(num)
trees.append(tree)
return trees
def generateTreeOfDepth(amount, depth):
trees = []
for i in range(amount):
nums = generateNumbers(depth)
tree = BinaryTree()
for num in nums:
tree.addNode(num)
trees.append(tree)
return trees
class NodeVisitorArgs(object):
def visit(self, node, args):
method_name = 'visit_' + type(node).__name__
visitor = getattr(self, method_name, self.generic_visit)
return visitor(node, args)
def generic_visit(self, node, args):
raise Exception('No visit_{} method'.format(type(node).__name__))
###############################################################################
# #
# NODE COLLECTOR #
# #
###############################################################################
class NodeCollector(NodeVisitor):
def __init__(self):
pass
def visit_ComparisonOp(self, node):
list = []
list.extend(self.visit(node.left))
list.extend([node.op])
list.extend(self.visit(node.right))
return list
def visit_Null(self, node):
return [node]
def visit_Var(self, node):
return [node]
def visit_Call(self, node):
list = [node]
for arg in node.args:
list.extend(self.visit(arg))
return list
def visit_IfElse(self, node):
list = [node]
list.extend(self.visit(node.true))
list.extend([node.elseOb])
if node.false != None:
list.extend(self.visit(node.false))
return list
def getNodes(self, tree):
self.count = 0
return self.visit(tree)
###############################################################################
# #
# AST PERTURBER 2 #
# #
###############################################################################
class perturbTree2(NodeVisitor):
def __init__(self, gen, changes):
self.changes = None
self.nodes = None
self.gen = gen
self.max_changes = changes
self.start = True
self.curChanges = 0
def change(self, node, val):
for i in range(len(self.changes)):
cur = self.nodes[self.changes[i]]
if cur == node:
#print(val)
assert self.curChanges < self.max_changes
self.curChanges += 1
return True
return False
def getNewOp(self,op):
if self.change(op, 'op'):
return self.gen.op()
else:
return op
def visit_ComparisonOp(self, node):
node.left = self.visit(node.left)
node.right = self.visit(node.right)
node.op = self.getNewOp(node.op)
node.token = node.op
return node
def visit_Null(self, node):
if self.change(node,'null'):
return self.gen.comp()
else:
return node
def visit_Call(self, node):
type = node.token.type
if self.change(node,'call ' + type):
if type == RIGHT or type == LEFT:
return self.gen.exp()
elif type == PLACE or type == PROG:
return self.gen.recur()
elif type == VAL:
return self.gen.comp()
else:
if type == RIGHT or type == LEFT or type == PLACE:
if self.change(node.args[0], 'x ' + type):
node.args[0] = self.gen.var()
elif type == PROG or type == VAL:
for i in range(len(node.args)):
node.args[i] = self.visit(node.args[i])
return node
def visit_Var(self, node):
if self.change(node, 'x'):
return self.gen.exp()
else:
return node
def visit_IfElse(self, node):
start = self.start
self.start = False
if self.change(node, 'all ' + str(start)):
if start:
return self.gen.cf()
else:
return self.gen.recur()
else:
node.condition = self.visit(node.condition)
node.true = self.visit(node.true)
if self.change(node.elseOb, 'else'):
node.false = self.gen.ifelse()
elif node.false != None:
node.false = self.visit(node.false)
return node
def getNewProg(self, tree):
collector = NodeCollector()
self.curChanges = 0
self.nodes = collector.getNodes(tree)
self.changes = np.random.randint(0,len(self.nodes),self.max_changes)
self.start = True
out = self.visit(tree)
assert self.curChanges == self.max_changes
return out
###############################################################################
# #
# PROP VISITOR #
# #
###############################################################################
class PropVisitor(NodeVisitor):
def __init__(self):
self.recurse = False
self.place = False
def visit_ComparisonOp(self, node):
return None
def visit_Null(self, node):
return None
def visit_Var(self, node):
return None
def visit_Call(self, node):
type = node.token.type
if type == PLACE:
self.place = True
elif type == PROG:
self.recurse = True
return None
def visit_IfElse(self, node):
self.visit(node.true)
if node.false != None:
self.visit(node.false)
return None
def getprop(self, tree):
self.visit(tree)
class InvalidException(Exception):
pass
class InterpreterStat():
def __init__(self):
self.turns = []
self.infinite = False
self.places = 'none'
self.crash = False
self.steps = 0
def printstats(self):
print(self.turns, self.infinite, self.places, self.crash, self.steps)
###############################################################################
# #
# SIMILARITY CHECKER #
# #
###############################################################################
class SimilarityVisitor(NodeVisitorArgs):
def __init__(self):
pass
def isSameType(self,node1, node2):
if node1 == None and node2 == None:
return True
elif node1 == None or node2 == None:
#print('one none')
return False
else:
#print(type(node1), type(node2), type(node1) == type(node2))
return type(node1) == type(node2)
def isOpSame(self,op1,op2):
return op1.type == op2.type
def visit_ComparisonOp(self, node1, node2):
if self.isSameType(node1, node2):
if not self.visit(node1.left, node2.left):
#print('left')
return False
if not self.isOpSame(node1.op, node2.op):
#print('op')
return False
if not self.visit(node1.right, node2.right):
#print('right')
return False
else:
return False
return True
def visit_Null(self, node1, node2):
#print(type(node1), type(node2), type(node1) == type(node2))
return self.isSameType(node1, node2)
def visit_Var(self, node1, node2):
if self.isSameType(node1, node2):
#print(node1.value, node2.value)
return node1.value == node2.value
else:
return False
def visit_Call(self, node1, node2):
if self.isSameType(node1, node2):
if len(node1.args) != len(node2.args):
#print('call length')
return False
for i in range(len(node1.args)):
if not self.visit(node1.args[i], node2.args[i]):
#print('call args')
return False
return True
return False
def visit_IfElse(self, node1, node2):
if self.isSameType(node1, node2):
if not self.visit(node1.condition, node2.condition):
#print('if condition')
return False
if not self.visit(node1.true, node2.true):
#print('if true')
return False
if node1.false != None and node2.false != None:
if not self.visit(node1.false, node2.false):
#print('if false')
return False
return True
return self.isSameType(node1.false, node2.false)
return False
def isSame(self, tree1, tree2):
#printer = ASTPrinter()
#print('two trees')
#printer.printast(tree1)
#printer.printast(tree2)
return self.visit(tree1, tree2)
# interpreter for the program
class Interpreter(NodeVisitorArgs):
#need interpreter statistics
def __init__(self, prog):
self.prog = prog
self.stats = InterpreterStat()
self.last_arguments = []
def getTruth(self,left,right,op):
self.stats.steps += 1
if op.value == '==':
return left == right
elif op.value == '!=':
return left != right
elif op.value == '>':
return left > right
elif op.value == '>=':
return left >= right
elif op.value == '<':
return left < right
elif op.value == '<=':
return left <= right
def visit_ComparisonOp(self, node, args):
self.stats.steps += 1
left = self.visit(node.left,args)
right = self.visit(node.right,args)
#print(left,right,node.op.value)
ret = self.getTruth(left,right,node.op)
return ret
def visit_Null(self, node, args):
self.stats.steps += 1
return 0
def visit_Var(self, node, args):
self.stats.steps += 1
if args[node.value] == None:
self.stats.crash = True
raise InvalidException
return args[node.value]
def visit_Call(self, node, args):
self.stats.steps += 1
type = node.token.type
#print(node.token.value)
if type == VAL:
node = self.visit(node.args[0],args)
if node != None:
return node.val
else:
self.stats.crash = True
raise InvalidException
elif type == LEFT:
node = self.visit(node.args[0],args)
if node.val == 0:
self.stats.crash = True
raise InvalidException
return node.left
elif type == RIGHT:
node = self.visit(node.args[0],args)
if node.val == 0:
self.stats.crash = True
raise InvalidException
return node.right
elif type == PLACE:
node = self.visit(node.args[0],args)
if node == None:
self.stats.crash = True
raise InvalidException
args[0].update(node.val)
self.stats.places = 'wrong'
elif type == PROG:
new_args = []
for i in range(len(node.args)):
new_args.append(self.visit(node.args[i], args))
# if node.args[i].token.type == LEFT:
# self.stats.turns.append(0)
# elif node.args[i].token.type == RIGHT:
# self.stats.turns.append(1)
if args[0] != None:
if new_args[0] == args[0].left:
self.stats.turns.append(0)
elif new_args[0] == args[0].right:
self.stats.turns.append(1)
if self.last_arguments:
same = True
for i in range(len(new_args)):
if new_args[i] != self.last_arguments[i]:
same = False
break
if same:
self.stats.infinite = True
raise InvalidException
self.last_arguments = []
for i in range(len(new_args)):
self.last_arguments.append(new_args[i])
self.interpret(new_args)
def visit_IfElse(self, node, args):
self.stats.steps += 1
if self.visit(node.condition, args):
self.visit(node.true, args)
elif node.false != None:
self.visit(node.false, args)
def interpret(self, args):
try:
if self.stats.steps > 300:
self.stats.infinite = True
raise InvalidException
self.visit(self.prog, args)
except InvalidException:
pass
def correctProgram():
cur = Var(Token(ID,0))
ins = Var(Token(ID,1))
left = Call(Token(LEFT,'LEFT'))
left.args.append(cur)
right = Call(Token(RIGHT,'RIGHT'))
right.args.append(cur)
valc = Call(Token(VAL,'VAL'))
valc.args.append(cur)
vali = Call(Token(VAL,'VAL'))
vali.args.append(ins)
prog1 = Call(Token(PROG,'PROG'))
prog1.args.append(left)
prog1.args.append(ins)
prog2 = Call(Token(PROG,'PROG'))
prog2.args.append(right)
prog2.args.append(ins)
comp1 = ComparisonOp(valc,Token(LT,'>'),vali)
ifelse1 = IfElse(comp1,prog1,prog2)
comp2 = ComparisonOp(valc,Token(EQ,'=='),Null())
place = Call(Token(PLACE,'PLACE'))
place.args.append(ins)
ifelse = IfElse(comp2,place,ifelse1)
return ifelse
def incorrectProgram():
cur = Var(Token(ID,0))
ins = Var(Token(ID,1))
left = Call(Token(LEFT,'LEFT'))
left.args.append(cur)
right = Call(Token(RIGHT,'RIGHT'))
right.args.append(cur)
valc = Call(Token(VAL,'VAL'))
valc.args.append(cur)
vali = Call(Token(VAL,'VAL'))
vali.args.append(ins)
prog1 = Call(Token(PROG,'PROG'))
prog1.args.append(left)
prog1.args.append(ins)
prog2 = Call(Token(PROG,'PROG'))
prog2.args.append(right)
prog2.args.append(ins)
comp1 = ComparisonOp(valc,Token(LT,'<'),vali)
ifelse1 = IfElse(comp1,prog1,prog2)
comp2 = ComparisonOp(valc,Token(EQ,'=='),Null())
place = Call(Token(PLACE,'PLACE'))
place.args.append(ins)
#ifelse = IfElse(comp2,place,ifelse1)
return ifelse1
def checkCorrectness():
gen = program_generator(prod_probs, 2, [])
printer = ASTPrinter()
perturb = perturbTree(gen, 2)
prog = correctProgram()
interp = Interpreter(prog)
trees = generateTrees(10)
nums = generateNumbers(10)
treesIn = []
for tree in trees:
newTree = copy.deepcopy(tree)
treesIn.append(newTree)
for i in range(10):
trees[i].addNode(nums[i])
interp.interpret([treesIn[i].head,BinaryNode(nums[i])])
for i in range(10):
print(trees[i].isSame(treesIn[i]))
def test():
var = Var(Token(ID,1))
place = Call(Token(PLACE,'PLACE'))
place.args.append(var)
return place
def main():
gen = program_generator(prod_probs, 2)
printer = ASTPrinter()
perturb = perturbTree(gen, 2)
prog = correctProgram()
#generated = gen.generate()
generated = test()
printer.printast(prog)
printer.printast(generated)
trees = generateTrees(10)
nums = generateNumbers(10)
treesIn = []
for tree in trees:
newTree = copy.deepcopy(tree)
treesIn.append(newTree)
interp1 = Interpreter(prog)
interp2 = Interpreter(generated)
for i in range(10):
#interp1.interpret([trees[i].head, BinaryNode(nums[i])])
interp2.interpret([treesIn[i].head, BinaryNode(nums[i])])
for i in range(10):
print(nums[i],trees[i].head.val)
trees[i].printTree()
treesIn[i].printTree()
def testProd():
gen = program_generator(getProdProb(), 2)
printer = ASTPrinter()
perturb = perturbTree(gen, 2)
prod = copy.deepcopy(getInitialProd())
prodv = productionVisitor(prod)
prog = gen.generate()
printer.printast(prog)
x = prodv.getProductions(prog)
printProductions(x)
printProductions(getInitialProd())
cprog = copy.deepcopy(prog)
newProg = perturb.getNewProg(cprog)
printer.printast(newProg)
if __name__ == '__main__':
testProd()