senaduka/old-nlp
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Initial commit

Browse Source
This commit is contained in:
Senad Uka
2019-10-20 13:16:49 +02:00
commit 233066caf4
2099 changed files with 360824 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

626
venv/lib/python3.7/site-packages/nltk/treeprettyprinter.py Normal file
View File

@@ -0,0 +1,626 @@
# -*- coding: utf-8 -*-
# Natural Language Toolkit: ASCII visualization of NLTK trees
#
# Copyright (C) 2001-2019 NLTK Project
# Author: Andreas van Cranenburgh <A.W.vanCranenburgh@uva.nl>
# Peter Ljunglöf <peter.ljunglof@gu.se>
# URL: <http://nltk.org/>
# For license information, see LICENSE.TXT
"""
Pretty-printing of discontinuous trees.
Adapted from the disco-dop project, by Andreas van Cranenburgh.
https://github.com/andreasvc/disco-dop
Interesting reference (not used for this code):
T. Eschbach et al., Orth. Hypergraph Drawing, Journal of
Graph Algorithms and Applications, 10(2) 141--157 (2006)149.
http://jgaa.info/accepted/2006/EschbachGuentherBecker2006.10.2.pdf
"""
from __future__ import division, print_function, unicode_literals
import re
from cgi import escape
from collections import defaultdict
from operator import itemgetter
from nltk.util import OrderedDict
from nltk.compat import python_2_unicode_compatible
from nltk.tree import Tree
ANSICOLOR = {
'black': 30,
'red': 31,
'green': 32,
'yellow': 33,
'blue': 34,
'magenta': 35,
'cyan': 36,
'white': 37,
}
@python_2_unicode_compatible
class TreePrettyPrinter(object):
"""
Pretty-print a tree in text format, either as ASCII or Unicode.
The tree can be a normal tree, or discontinuous.
``TreePrettyPrinter(tree, sentence=None, highlight=())``
creates an object from which different visualizations can be created.
:param tree: a Tree object.
:param sentence: a list of words (strings). If `sentence` is given,
`tree` must contain integers as leaves, which are taken as indices
in `sentence`. Using this you can display a discontinuous tree.
:param highlight: Optionally, a sequence of Tree objects in `tree` which
should be highlighted. Has the effect of only applying colors to nodes
in this sequence (nodes should be given as Tree objects, terminals as
indices).
>>> from nltk.tree import Tree
>>> tree = Tree.fromstring('(S (NP Mary) (VP walks))')
>>> print(TreePrettyPrinter(tree).text())
... # doctest: +NORMALIZE_WHITESPACE
S
____|____
NP VP
| |
Mary walks
"""
def __init__(self, tree, sentence=None, highlight=()):
if sentence is None:
leaves = tree.leaves()
if (
leaves
and not any(len(a) == 0 for a in tree.subtrees())
and all(isinstance(a, int) for a in leaves)
):
sentence = [str(a) for a in leaves]
else:
# this deals with empty nodes (frontier non-terminals)
# and multiple/mixed terminals under non-terminals.
tree = tree.copy(True)
sentence = []
for a in tree.subtrees():
if len(a) == 0:
a.append(len(sentence))
sentence.append(None)
elif any(not isinstance(b, Tree) for b in a):
for n, b in enumerate(a):
if not isinstance(b, Tree):
a[n] = len(sentence)
if type(b) == tuple:
b = '/'.join(b)
sentence.append('%s' % b)
self.nodes, self.coords, self.edges, self.highlight = self.nodecoords(
tree, sentence, highlight
)
def __str__(self):
return self.text()
def __repr__(self):
return '<TreePrettyPrinter with %d nodes>' % len(self.nodes)
@staticmethod
def nodecoords(tree, sentence, highlight):
"""
Produce coordinates of nodes on a grid.
Objective:
- Produce coordinates for a non-overlapping placement of nodes and
horizontal lines.
- Order edges so that crossing edges cross a minimal number of previous
horizontal lines (never vertical lines).
Approach:
- bottom up level order traversal (start at terminals)
- at each level, identify nodes which cannot be on the same row
- identify nodes which cannot be in the same column
- place nodes into a grid at (row, column)
- order child-parent edges with crossing edges last
Coordinates are (row, column); the origin (0, 0) is at the top left;
the root node is on row 0. Coordinates do not consider the size of a
node (which depends on font, &c), so the width of a column of the grid
should be automatically determined by the element with the greatest
width in that column. Alternatively, the integer coordinates could be
converted to coordinates in which the distances between adjacent nodes
are non-uniform.
Produces tuple (nodes, coords, edges, highlighted) where:
- nodes[id]: Tree object for the node with this integer id
- coords[id]: (n, m) coordinate where to draw node with id in the grid
- edges[id]: parent id of node with this id (ordered dictionary)
- highlighted: set of ids that should be highlighted
"""
def findcell(m, matrix, startoflevel, children):
"""
Find vacant row, column index for node ``m``.
Iterate over current rows for this level (try lowest first)
and look for cell between first and last child of this node,
add new row to level if no free row available.
"""
candidates = [a for _, a in children[m]]
minidx, maxidx = min(candidates), max(candidates)
leaves = tree[m].leaves()
center = scale * sum(leaves) // len(leaves) # center of gravity
if minidx < maxidx and not minidx < center < maxidx:
center = sum(candidates) // len(candidates)
if max(candidates) - min(candidates) > 2 * scale:
center -= center % scale # round to unscaled coordinate
if minidx < maxidx and not minidx < center < maxidx:
center += scale
if ids[m] == 0:
startoflevel = len(matrix)
for rowidx in range(startoflevel, len(matrix) + 1):
if rowidx == len(matrix): # need to add a new row
matrix.append(
[
vertline if a not in (corner, None) else None
for a in matrix[-1]
]
)
row = matrix[rowidx]
i = j = center
if len(children[m]) == 1: # place unaries directly above child
return rowidx, next(iter(children[m]))[1]
elif all(
a is None or a == vertline
for a in row[min(candidates) : max(candidates) + 1]
):
# find free column
for n in range(scale):
i = j = center + n
while j > minidx or i < maxidx:
if i < maxidx and (
matrix[rowidx][i] is None or i in candidates
):
return rowidx, i
elif j > minidx and (
matrix[rowidx][j] is None or j in candidates
):
return rowidx, j
i += scale
j -= scale
raise ValueError(
'could not find a free cell for:\n%s\n%s'
'min=%d; max=%d' % (tree[m], minidx, maxidx, dumpmatrix())
)
def dumpmatrix():
"""Dump matrix contents for debugging purposes."""
return '\n'.join(
'%2d: %s' % (n, ' '.join(('%2r' % i)[:2] for i in row))
for n, row in enumerate(matrix)
)
leaves = tree.leaves()
if not all(isinstance(n, int) for n in leaves):
raise ValueError('All leaves must be integer indices.')
if len(leaves) != len(set(leaves)):
raise ValueError('Indices must occur at most once.')
if not all(0 <= n < len(sentence) for n in leaves):
raise ValueError(
'All leaves must be in the interval 0..n '
'with n=len(sentence)\ntokens: %d indices: '
'%r\nsentence: %s' % (len(sentence), tree.leaves(), sentence)
)
vertline, corner = -1, -2 # constants
tree = tree.copy(True)
for a in tree.subtrees():
a.sort(key=lambda n: min(n.leaves()) if isinstance(n, Tree) else n)
scale = 2
crossed = set()
# internal nodes and lexical nodes (no frontiers)
positions = tree.treepositions()
maxdepth = max(map(len, positions)) + 1
childcols = defaultdict(set)
matrix = [[None] * (len(sentence) * scale)]
nodes = {}
ids = dict((a, n) for n, a in enumerate(positions))
highlighted_nodes = set(
n for a, n in ids.items() if not highlight or tree[a] in highlight
)
levels = dict((n, []) for n in range(maxdepth - 1))
terminals = []
for a in positions:
node = tree[a]
if isinstance(node, Tree):
levels[maxdepth - node.height()].append(a)
else:
terminals.append(a)
for n in levels:
levels[n].sort(key=lambda n: max(tree[n].leaves()) - min(tree[n].leaves()))
terminals.sort()
positions = set(positions)
for m in terminals:
i = int(tree[m]) * scale
assert matrix[0][i] is None, (matrix[0][i], m, i)
matrix[0][i] = ids[m]
nodes[ids[m]] = sentence[tree[m]]
if nodes[ids[m]] is None:
nodes[ids[m]] = '...'
highlighted_nodes.discard(ids[m])
positions.remove(m)
childcols[m[:-1]].add((0, i))
# add other nodes centered on their children,
# if the center is already taken, back off
# to the left and right alternately, until an empty cell is found.
for n in sorted(levels, reverse=True):
nodesatdepth = levels[n]
startoflevel = len(matrix)
matrix.append(
[vertline if a not in (corner, None) else None for a in matrix[-1]]
)
for m in nodesatdepth: # [::-1]:
if n < maxdepth - 1 and childcols[m]:
_, pivot = min(childcols[m], key=itemgetter(1))
if set(
a[:-1]
for row in matrix[:-1]
for a in row[:pivot]
if isinstance(a, tuple)
) & set(
a[:-1]
for row in matrix[:-1]
for a in row[pivot:]
if isinstance(a, tuple)
):
crossed.add(m)
rowidx, i = findcell(m, matrix, startoflevel, childcols)
positions.remove(m)
# block positions where children of this node branch out
for _, x in childcols[m]:
matrix[rowidx][x] = corner
# assert m == () or matrix[rowidx][i] in (None, corner), (
# matrix[rowidx][i], m, str(tree), ' '.join(sentence))
# node itself
matrix[rowidx][i] = ids[m]
nodes[ids[m]] = tree[m]
# add column to the set of children for its parent
if m != ():
childcols[m[:-1]].add((rowidx, i))
assert len(positions) == 0
# remove unused columns, right to left
for m in range(scale * len(sentence) - 1, -1, -1):
if not any(isinstance(row[m], (Tree, int)) for row in matrix):
for row in matrix:
del row[m]
# remove unused rows, reverse
matrix = [
row
for row in reversed(matrix)
if not all(a is None or a == vertline for a in row)
]
# collect coordinates of nodes
coords = {}
for n, _ in enumerate(matrix):
for m, i in enumerate(matrix[n]):
if isinstance(i, int) and i >= 0:
coords[i] = n, m
# move crossed edges last
positions = sorted(
[a for level in levels.values() for a in level],
key=lambda a: a[:-1] in crossed,
)
# collect edges from node to node
edges = OrderedDict()
for i in reversed(positions):
for j, _ in enumerate(tree[i]):
edges[ids[i + (j,)]] = ids[i]
return nodes, coords, edges, highlighted_nodes
def text(
self,
nodedist=1,
unicodelines=False,
html=False,
ansi=False,
nodecolor='blue',
leafcolor='red',
funccolor='green',
abbreviate=None,
maxwidth=16,
):
"""
:return: ASCII art for a discontinuous tree.
:param unicodelines: whether to use Unicode line drawing characters
instead of plain (7-bit) ASCII.
:param html: whether to wrap output in html code (default plain text).
:param ansi: whether to produce colors with ANSI escape sequences
(only effective when html==False).
:param leafcolor, nodecolor: specify colors of leaves and phrasal
nodes; effective when either html or ansi is True.
:param abbreviate: if True, abbreviate labels longer than 5 characters.
If integer, abbreviate labels longer than `abbr` characters.
:param maxwidth: maximum number of characters before a label starts to
wrap; pass None to disable.
"""
if abbreviate == True:
abbreviate = 5
if unicodelines:
horzline = '\u2500'
leftcorner = '\u250c'
rightcorner = '\u2510'
vertline = ' \u2502 '
tee = horzline + '\u252C' + horzline
bottom = horzline + '\u2534' + horzline
cross = horzline + '\u253c' + horzline
ellipsis = '\u2026'
else:
horzline = '_'
leftcorner = rightcorner = ' '
vertline = ' | '
tee = 3 * horzline
cross = bottom = '_|_'
ellipsis = '.'
def crosscell(cur, x=vertline):
"""Overwrite center of this cell with a vertical branch."""
splitl = len(cur) - len(cur) // 2 - len(x) // 2 - 1
lst = list(cur)
lst[splitl : splitl + len(x)] = list(x)
return ''.join(lst)
result = []
matrix = defaultdict(dict)
maxnodewith = defaultdict(lambda: 3)
maxnodeheight = defaultdict(lambda: 1)
maxcol = 0
minchildcol = {}
maxchildcol = {}
childcols = defaultdict(set)
labels = {}
wrapre = re.compile(
'(.{%d,%d}\\b\\W*|.{%d})' % (maxwidth - 4, maxwidth, maxwidth)
)
# collect labels and coordinates
for a in self.nodes:
row, column = self.coords[a]
matrix[row][column] = a
maxcol = max(maxcol, column)
label = (
self.nodes[a].label()
if isinstance(self.nodes[a], Tree)
else self.nodes[a]
)
if abbreviate and len(label) > abbreviate:
label = label[:abbreviate] + ellipsis
if maxwidth and len(label) > maxwidth:
label = wrapre.sub(r'\1\n', label).strip()
label = label.split('\n')
maxnodeheight[row] = max(maxnodeheight[row], len(label))
maxnodewith[column] = max(maxnodewith[column], max(map(len, label)))
labels[a] = label
if a not in self.edges:
continue # e.g., root
parent = self.edges[a]
childcols[parent].add((row, column))
minchildcol[parent] = min(minchildcol.get(parent, column), column)
maxchildcol[parent] = max(maxchildcol.get(parent, column), column)
# bottom up level order traversal
for row in sorted(matrix, reverse=True):
noderows = [
[''.center(maxnodewith[col]) for col in range(maxcol + 1)]
for _ in range(maxnodeheight[row])
]
branchrow = [''.center(maxnodewith[col]) for col in range(maxcol + 1)]
for col in matrix[row]:
n = matrix[row][col]
node = self.nodes[n]
text = labels[n]
if isinstance(node, Tree):
# draw horizontal branch towards children for this node
if n in minchildcol and minchildcol[n] < maxchildcol[n]:
i, j = minchildcol[n], maxchildcol[n]
a, b = (maxnodewith[i] + 1) // 2 - 1, maxnodewith[j] // 2
branchrow[i] = ((' ' * a) + leftcorner).ljust(
maxnodewith[i], horzline
)
branchrow[j] = (rightcorner + (' ' * b)).rjust(
maxnodewith[j], horzline
)
for i in range(minchildcol[n] + 1, maxchildcol[n]):
if i == col and any(a == i for _, a in childcols[n]):
line = cross
elif i == col:
line = bottom
elif any(a == i for _, a in childcols[n]):
line = tee
else:
line = horzline
branchrow[i] = line.center(maxnodewith[i], horzline)
else: # if n and n in minchildcol:
branchrow[col] = crosscell(branchrow[col])
text = [a.center(maxnodewith[col]) for a in text]
color = nodecolor if isinstance(node, Tree) else leafcolor
if isinstance(node, Tree) and node.label().startswith('-'):
color = funccolor
if html:
text = [escape(a) for a in text]
if n in self.highlight:
text = ['<font color=%s>%s</font>' % (color, a) for a in text]
elif ansi and n in self.highlight:
text = ['\x1b[%d;1m%s\x1b[0m' % (ANSICOLOR[color], a) for a in text]
for x in range(maxnodeheight[row]):
# draw vertical lines in partially filled multiline node
# labels, but only if it's not a frontier node.
noderows[x][col] = (
text[x]
if x < len(text)
else (vertline if childcols[n] else ' ').center(
maxnodewith[col], ' '
)
)
# for each column, if there is a node below us which has a parent
# above us, draw a vertical branch in that column.
if row != max(matrix):
for n, (childrow, col) in self.coords.items():
if n > 0 and self.coords[self.edges[n]][0] < row < childrow:
branchrow[col] = crosscell(branchrow[col])
if col not in matrix[row]:
for noderow in noderows:
noderow[col] = crosscell(noderow[col])
branchrow = [
a + ((a[-1] if a[-1] != ' ' else b[0]) * nodedist)
for a, b in zip(branchrow, branchrow[1:] + [' '])
]
result.append(''.join(branchrow))
result.extend(
(' ' * nodedist).join(noderow) for noderow in reversed(noderows)
)
return '\n'.join(reversed(result)) + '\n'
def svg(self, nodecolor='blue', leafcolor='red', funccolor='green'):
"""
:return: SVG representation of a tree.
"""
fontsize = 12
hscale = 40
vscale = 25
hstart = vstart = 20
width = max(col for _, col in self.coords.values())
height = max(row for row, _ in self.coords.values())
result = [
'<svg version="1.1" xmlns="http://www.w3.org/2000/svg" '
'width="%dem" height="%dem" viewBox="%d %d %d %d">'
% (
width * 3,
height * 2.5,
-hstart,
-vstart,
width * hscale + 3 * hstart,
height * vscale + 3 * vstart,
)
]
children = defaultdict(set)
for n in self.nodes:
if n:
children[self.edges[n]].add(n)
# horizontal branches from nodes to children
for node in self.nodes:
if not children[node]:
continue
y, x = self.coords[node]
x *= hscale
y *= vscale
x += hstart
y += vstart + fontsize // 2
childx = [self.coords[c][1] for c in children[node]]
xmin = hstart + hscale * min(childx)
xmax = hstart + hscale * max(childx)
result.append(
'\t<polyline style="stroke:black; stroke-width:1; fill:none;" '
'points="%g,%g %g,%g" />' % (xmin, y, xmax, y)
)
result.append(
'\t<polyline style="stroke:black; stroke-width:1; fill:none;" '
'points="%g,%g %g,%g" />' % (x, y, x, y - fontsize // 3)
)
# vertical branches from children to parents
for child, parent in self.edges.items():
y, _ = self.coords[parent]
y *= vscale
y += vstart + fontsize // 2
childy, childx = self.coords[child]
childx *= hscale
childy *= vscale
childx += hstart
childy += vstart - fontsize
result += [
'\t<polyline style="stroke:white; stroke-width:10; fill:none;"'
' points="%g,%g %g,%g" />' % (childx, childy, childx, y + 5),
'\t<polyline style="stroke:black; stroke-width:1; fill:none;"'
' points="%g,%g %g,%g" />' % (childx, childy, childx, y),
]
# write nodes with coordinates
for n, (row, column) in self.coords.items():
node = self.nodes[n]
x = column * hscale + hstart
y = row * vscale + vstart
if n in self.highlight:
color = nodecolor if isinstance(node, Tree) else leafcolor
if isinstance(node, Tree) and node.label().startswith('-'):
color = funccolor
else:
color = 'black'
result += [
'\t<text style="text-anchor: middle; fill: %s; '
'font-size: %dpx;" x="%g" y="%g">%s</text>'
% (
color,
fontsize,
x,
y,
escape(node.label() if isinstance(node, Tree) else node),
)
]
result += ['</svg>']
return '\n'.join(result)
def test():
"""Do some tree drawing tests."""
def print_tree(n, tree, sentence=None, ansi=True, **xargs):
print()
print('{0}: "{1}"'.format(n, ' '.join(sentence or tree.leaves())))
print(tree)
print()
drawtree = TreePrettyPrinter(tree, sentence)
try:
print(drawtree.text(unicodelines=ansi, ansi=ansi, **xargs))
except (UnicodeDecodeError, UnicodeEncodeError):
print(drawtree.text(unicodelines=False, ansi=False, **xargs))
from nltk.corpus import treebank
for n in [0, 1440, 1591, 2771, 2170]:
tree = treebank.parsed_sents()[n]
print_tree(n, tree, nodedist=2, maxwidth=8)
print()
print('ASCII version:')
print(TreePrettyPrinter(tree).text(nodedist=2))
tree = Tree.fromstring(
'(top (punct 8) (smain (noun 0) (verb 1) (inf (verb 5) (inf (verb 6) '
'(conj (inf (pp (prep 2) (np (det 3) (noun 4))) (verb 7)) (inf (verb 9)) '
'(vg 10) (inf (verb 11)))))) (punct 12))',
read_leaf=int,
)
sentence = (
'Ze had met haar moeder kunnen gaan winkelen ,'
' zwemmen of terrassen .'.split()
)
print_tree('Discontinuous tree', tree, sentence, nodedist=2)
__all__ = ['TreePrettyPrinter']
if __name__ == '__main__':
test()