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import re, sys
class Symbol:
def __init__(self, nonterm, term=None, var=None):
assert not (term != None and var != None)
self.tag = nonterm
self.token = term
self.variable = var
def is_variable(self):
return self.variable != None
def __eq__(self, other):
return self.tag == other.tag and self.token == other.token and self.variable == other.variable
def __ne__(self, other):
return not (self == other)
def __hash__(self):
return hash((self.tag, self.token, self.variable))
def __repr__(self):
return str(self)
def __cmp__(self, other):
return cmp((self.tag, self.token, self.variable),
(other.tag, other.token, other.variable))
def __str__(self):
parts = []
if False: # DEPENDENCY
if self.token:
parts.append(str(self.token))
elif self.variable != None:
parts.append('#%d' % self.variable)
if self.tag:
parts.append(str(self.tag))
return '/'.join(parts)
else:
if self.tag:
parts.append(str(self.tag))
if self.token:
parts.append(str(self.token))
elif self.variable != None:
parts.append('#%d' % self.variable)
return ' '.join(parts)
class TreeNode:
def __init__(self, data, children=None, order=-1):
self.data = data
self.children = []
self.order = order
self.parent = None
if children: self.children = children
def insert(self, child):
self.children.append(child)
child.parent = self
def leaves(self):
ls = []
for node in self.xtraversal():
if not node.children:
ls.append(node.data)
return ls
def leaf_nodes(self):
ls = []
for node in self.xtraversal():
if not node.children:
ls.append(node)
return ls
def max_depth(self):
d = 1
for child in self.children:
d = max(d, 1 + child.max_depth())
if not self.children and self.data.token:
d = 2
return d
def max_width(self):
w = 0
for child in self.children:
w += child.max_width()
return max(1, w)
def num_internal_nodes(self):
if self.children:
n = 1
for child in self.children:
n += child.num_internal_nodes()
return n
elif self.data.token:
return 1
else:
return 0
def postorder_traversal(self, visit):
"""
Postorder traversal; no guarantee that terminals will be read in the
correct order for dep. trees.
"""
for child in self.children:
child.traversal(visit)
visit(self)
def traversal(self, visit):
"""
Preorder for phrase structure trees, and inorder for dependency trees.
In both cases the terminals will be read off in the correct order.
"""
visited_self = False
if self.order <= 0:
visited_self = True
visit(self)
for i, child in enumerate(self.children):
child.traversal(visit)
if i + 1 == self.order:
visited_self = True
visit(self)
assert visited_self
def xpostorder_traversal(self):
for child in self.children:
for node in child.xpostorder_traversal():
yield node
yield self
def xtraversal(self):
visited_self = False
if self.order <= 0:
visited_self = True
yield self
for i, child in enumerate(self.children):
for d in child.xtraversal():
yield d
if i + 1 == self.order:
visited_self = True
yield self
assert visited_self
def xpostorder_traversal(self):
for i, child in enumerate(self.children):
for d in child.xpostorder_traversal():
yield d
yield self
def edges(self):
es = []
self.traverse_edges(lambda h,c: es.append((h,c)))
return es
def traverse_edges(self, visit):
for child in self.children:
visit(self.data, child.data)
child.traverse_edges(visit)
def subtrees(self, include_self=False):
st = []
if include_self:
stack = [self]
else:
stack = self.children[:]
while stack:
node = stack.pop()
st.append(node)
stack.extend(node.children)
return st
def find_parent(self, node):
try:
index = self.children.index(node)
return self, index
except ValueError:
for child in self.children:
if isinstance(child, TreeNode):
r = child.find_parent(node)
if r: return r
return None
def is_ancestor_of(self, node):
if self == node:
return True
for child in self.children:
if child.is_ancestor_of(child):
return True
return False
def find(self, node):
if self == node:
return self
for child in self.children:
if isinstance(child, TreeNode):
r = child.find(node)
if r: return r
else:
if child == node:
return r
return None
def equals_ignorecase(self, other):
if not isinstance(other, TreeNode):
return False
if self.data != other.data:
return False
if len(self.children) != len(other.children):
return False
for mc, oc in zip(self.children, other.children):
if isinstance(mc, TreeNode):
if not mc.equals_ignorecase(oc):
return False
else:
if mc.lower() != oc.lower():
return False
return True
def node_number(self, numbering, next=0):
if self.order <= 0:
numbering[id(self)] = next
next += 1
for i, child in enumerate(self.children):
next = child.node_number(numbering, next)
if i + 1 == self.order:
numbering[id(self)] = next
next += 1
return next
def display_conll(self, out):
numbering = {}
self.node_number(numbering)
next = 0
self.children[0].traversal(lambda x: \
out.write('%d\t%s\t%s\t%s\t%s\t_\t%d\tLAB\n' \
% (numbering[id(x)], x.data.token, x.data.token,
x.data.tag, x.data.tag, numbering[id(x.parent)])))
out.write('\n')
def size(self):
sz = 1
for child in self.children:
sz += child.size()
return sz
def __eq__(self, other):
if isinstance(other, TreeNode) and self.data == other.data \
and self.children == other.children:
return True
return False
def __cmp__(self, other):
if not isinstance(other, TreeNode): return 1
n = cmp(self.data, other.data)
if n != 0: return n
n = len(self.children) - len(other.children)
if n != 0: return n
for sc, oc in zip(self.children, other.children):
n = cmp(sc, oc)
if n != 0: return n
return 0
def __ne__(self, other):
return not self.__eq__(other)
def __hash__(self):
return hash((self.data, tuple(self.children)))
def __repr__(self):
return str(self)
def __str__(self):
s = '('
space = False
if self.order <= 0:
s += str(self.data)
space = True
for i, child in enumerate(self.children):
if space: s += ' '
s += str(child)
space = True
if i+1 == self.order:
s += ' ' + str(self.data)
return s + ')'
def read_PSTs(fname):
infile = open(fname)
trees = []
for line in infile:
trees.append(parse_PST(line.strip()))
infile.close()
return trees
def parse_PST_multiline(infile, hash_is_var=True):
buf = ''
num_open = 0
while True:
line = infile.readline()
if not line:
return None
buf += ' ' + line.rstrip()
num_open += line.count('(') - line.count(')')
if num_open == 0:
break
return parse_PST(buf, hash_is_var)
def parse_PST(line, hash_is_var=True):
line = line.rstrip()
if not line or line.lower() == 'null':
return None
# allow either (a/DT) or (DT a)
#parts_re = re.compile(r'(\(*)([^/)]*)(?:/([^)]*))?(\)*)$')
# only allow (DT a)
parts_re = re.compile(r'(\(*)([^)]*)(\)*)$')
root = TreeNode(Symbol('TOP'))
stack = [root]
for part in line.rstrip().split():
m = parts_re.match(part)
#opening, tok_or_tag, tag, closing = m.groups()
opening, tok_or_tag, closing = m.groups()
tag = None
#print 'token', part, 'bits', m.groups()
for i in opening:
node = TreeNode(Symbol(None))
stack[-1].insert(node)
stack.append(node)
if tag:
stack[-1].data.tag = tag
if hash_is_var and tok_or_tag.startswith('#'):
stack[-1].data.variable = int(tok_or_tag[1:])
else:
stack[-1].data.token = tok_or_tag
else:
if stack[-1].data.tag == None:
stack[-1].data.tag = tok_or_tag
else:
if hash_is_var and tok_or_tag.startswith('#'):
try:
stack[-1].data.variable = int(tok_or_tag[1:])
except ValueError: # it's really a token!
#print >>sys.stderr, 'Warning: # used for token:', tok_or_tag
stack[-1].data.token = tok_or_tag
else:
stack[-1].data.token = tok_or_tag
for i in closing:
stack.pop()
#assert str(root.children[0]) == line
return root.children[0]
def read_DTs(fname):
infile = open(fname)
trees = []
while True:
t = parse_DT(infile)
if t: trees.append(t)
else: break
infile.close()
return trees
def read_bracketed_DTs(fname):
infile = open(fname)
trees = []
for line in infile:
trees.append(parse_bracketed_DT(line))
infile.close()
return trees
def parse_DT(infile):
tokens = [Symbol('ROOT')]
children = {}
for line in infile:
parts = line.rstrip().split()
#print parts
if not parts: break
index = len(tokens)
token = parts[1]
tag = parts[3]
parent = int(parts[6])
if token.startswith('#'):
tokens.append(Symbol(tag, var=int(token[1:])))
else:
tokens.append(Symbol(tag, token))
children.setdefault(parent, set()).add(index)
if len(tokens) == 1: return None
root = TreeNode(Symbol('ROOT'), [], 0)
schedule = []
for child in sorted(children[0]):
schedule.append((root, child))
while schedule:
parent, index = schedule[0]
del schedule[0]
node = TreeNode(tokens[index])
node.order = 0
parent.insert(node)
for child in sorted(children.get(index, [])):
schedule.append((node, child))
if child < index:
node.order += 1
return root
_bracket_split_re = re.compile(r'([(]*)([^)/]*)(?:/([^)]*))?([)]*)')
def parse_bracketed_DT(line, insert_root=True):
line = line.rstrip()
if not line or line == 'NULL': return None
#print line
root = TreeNode(Symbol('ROOT'))
stack = [root]
for part in line.rstrip().split():
m = _bracket_split_re.match(part)
for c in m.group(1):
node = TreeNode(Symbol(None))
stack[-1].insert(node)
stack.append(node)
if m.group(3) != None:
if m.group(2).startswith('#'):
stack[-1].data.variable = int(m.group(2)[1:])
else:
stack[-1].data.token = m.group(2)
stack[-1].data.tag = m.group(3)
else:
stack[-1].data.tag = m.group(2)
stack[-1].order = len(stack[-1].children)
# FIXME: also check for vars
for c in m.group(4):
stack.pop()
assert len(stack) == 1
if not insert_root or root.children[0].data.tag == 'ROOT':
return root.children[0]
else:
return root
_bracket_split_notag_re = re.compile(r'([(]*)([^)/]*)([)]*)')
def parse_bracketed_untagged_DT(line):
line = line.rstrip()
if not line or line == 'NULL': return None
root = TreeNode(Symbol('TOP'))
stack = [root]
for part in line.rstrip().split():
m = _bracket_split_notag_re.match(part)
for c in m.group(1):
node = TreeNode(Symbol(None))
stack[-1].insert(node)
stack.append(node)
if stack[-1].data.token == None:
stack[-1].data.token = m.group(2)
stack[-1].order = len(stack[-1].children)
else:
child = TreeNode(Symbol(nonterm=None, term=m.group(2)))
stack[-1].insert(child)
for c in m.group(3):
stack.pop()
return root.children[0]
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