peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/nltk
/tree
/prettyprinter.py
# Natural Language Toolkit: ASCII visualization of NLTK trees | |
# | |
# Copyright (C) 2001-2023 NLTK Project | |
# Author: Andreas van Cranenburgh <[email protected]> | |
# Peter Ljunglöf <[email protected]> | |
# URL: <https://www.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. | |
https://jgaa.info/accepted/2006/EschbachGuentherBecker2006.10.2.pdf | |
""" | |
import re | |
try: | |
from html import escape | |
except ImportError: | |
from cgi import escape | |
from collections import defaultdict | |
from operator import itemgetter | |
from nltk.tree.tree import Tree | |
from nltk.util import OrderedDict | |
ANSICOLOR = { | |
"black": 30, | |
"red": 31, | |
"green": 32, | |
"yellow": 33, | |
"blue": 34, | |
"magenta": 35, | |
"cyan": 36, | |
"white": 37, | |
} | |
class TreePrettyPrinter: | |
""" | |
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 all(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) | |
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] | |
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 = {a: n for n, a in enumerate(positions)} | |
highlighted_nodes = { | |
n for a, n in ids.items() if not highlight or tree[a] in highlight | |
} | |
levels = {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 { | |
a[:-1] | |
for row in matrix[:-1] | |
for a in row[:pivot] | |
if isinstance(a, tuple) | |
} & { | |
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 len(m) > 0: | |
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, quote=False) for a in text] | |
if n in self.highlight: | |
text = [f"<font color={color}>{a}</font>" 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, quote=False | |
), | |
) | |
] | |
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('{}: "{}"'.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() | |