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# Natural Language Toolkit: GUI Demo for Glue Semantics with Discourse | |
# Representation Theory (DRT) as meaning language | |
# | |
# Author: Dan Garrette <[email protected]> | |
# | |
# Copyright (C) 2001-2023 NLTK Project | |
# URL: <https://www.nltk.org/> | |
# For license information, see LICENSE.TXT | |
try: | |
from tkinter import Button, Frame, IntVar, Label, Listbox, Menu, Scrollbar, Tk | |
from tkinter.font import Font | |
from nltk.draw.util import CanvasFrame, ShowText | |
except ImportError: | |
"""Ignore ImportError because tkinter might not be available.""" | |
from nltk.parse import MaltParser | |
from nltk.sem.drt import DrsDrawer, DrtVariableExpression | |
from nltk.sem.glue import DrtGlue | |
from nltk.sem.logic import Variable | |
from nltk.tag import RegexpTagger | |
from nltk.util import in_idle | |
class DrtGlueDemo: | |
def __init__(self, examples): | |
# Set up the main window. | |
self._top = Tk() | |
self._top.title("DRT Glue Demo") | |
# Set up key bindings. | |
self._init_bindings() | |
# Initialize the fonts.self._error = None | |
self._init_fonts(self._top) | |
self._examples = examples | |
self._readingCache = [None for example in examples] | |
# The user can hide the grammar. | |
self._show_grammar = IntVar(self._top) | |
self._show_grammar.set(1) | |
# Set the data to None | |
self._curExample = -1 | |
self._readings = [] | |
self._drs = None | |
self._drsWidget = None | |
self._error = None | |
self._init_glue() | |
# Create the basic frames. | |
self._init_menubar(self._top) | |
self._init_buttons(self._top) | |
self._init_exampleListbox(self._top) | |
self._init_readingListbox(self._top) | |
self._init_canvas(self._top) | |
# Resize callback | |
self._canvas.bind("<Configure>", self._configure) | |
######################################### | |
## Initialization Helpers | |
######################################### | |
def _init_glue(self): | |
tagger = RegexpTagger( | |
[ | |
("^(David|Mary|John)$", "NNP"), | |
( | |
"^(walks|sees|eats|chases|believes|gives|sleeps|chases|persuades|tries|seems|leaves)$", | |
"VB", | |
), | |
("^(go|order|vanish|find|approach)$", "VB"), | |
("^(a)$", "ex_quant"), | |
("^(every)$", "univ_quant"), | |
("^(sandwich|man|dog|pizza|unicorn|cat|senator)$", "NN"), | |
("^(big|gray|former)$", "JJ"), | |
("^(him|himself)$", "PRP"), | |
] | |
) | |
depparser = MaltParser(tagger=tagger) | |
self._glue = DrtGlue(depparser=depparser, remove_duplicates=False) | |
def _init_fonts(self, root): | |
# See: <http://www.astro.washington.edu/owen/ROTKFolklore.html> | |
self._sysfont = Font(font=Button()["font"]) | |
root.option_add("*Font", self._sysfont) | |
# TWhat's our font size (default=same as sysfont) | |
self._size = IntVar(root) | |
self._size.set(self._sysfont.cget("size")) | |
self._boldfont = Font(family="helvetica", weight="bold", size=self._size.get()) | |
self._font = Font(family="helvetica", size=self._size.get()) | |
if self._size.get() < 0: | |
big = self._size.get() - 2 | |
else: | |
big = self._size.get() + 2 | |
self._bigfont = Font(family="helvetica", weight="bold", size=big) | |
def _init_exampleListbox(self, parent): | |
self._exampleFrame = listframe = Frame(parent) | |
self._exampleFrame.pack(fill="both", side="left", padx=2) | |
self._exampleList_label = Label( | |
self._exampleFrame, font=self._boldfont, text="Examples" | |
) | |
self._exampleList_label.pack() | |
self._exampleList = Listbox( | |
self._exampleFrame, | |
selectmode="single", | |
relief="groove", | |
background="white", | |
foreground="#909090", | |
font=self._font, | |
selectforeground="#004040", | |
selectbackground="#c0f0c0", | |
) | |
self._exampleList.pack(side="right", fill="both", expand=1) | |
for example in self._examples: | |
self._exampleList.insert("end", (" %s" % example)) | |
self._exampleList.config(height=min(len(self._examples), 25), width=40) | |
# Add a scrollbar if there are more than 25 examples. | |
if len(self._examples) > 25: | |
listscroll = Scrollbar(self._exampleFrame, orient="vertical") | |
self._exampleList.config(yscrollcommand=listscroll.set) | |
listscroll.config(command=self._exampleList.yview) | |
listscroll.pack(side="left", fill="y") | |
# If they select a example, apply it. | |
self._exampleList.bind("<<ListboxSelect>>", self._exampleList_select) | |
def _init_readingListbox(self, parent): | |
self._readingFrame = listframe = Frame(parent) | |
self._readingFrame.pack(fill="both", side="left", padx=2) | |
self._readingList_label = Label( | |
self._readingFrame, font=self._boldfont, text="Readings" | |
) | |
self._readingList_label.pack() | |
self._readingList = Listbox( | |
self._readingFrame, | |
selectmode="single", | |
relief="groove", | |
background="white", | |
foreground="#909090", | |
font=self._font, | |
selectforeground="#004040", | |
selectbackground="#c0f0c0", | |
) | |
self._readingList.pack(side="right", fill="both", expand=1) | |
# Add a scrollbar if there are more than 25 examples. | |
listscroll = Scrollbar(self._readingFrame, orient="vertical") | |
self._readingList.config(yscrollcommand=listscroll.set) | |
listscroll.config(command=self._readingList.yview) | |
listscroll.pack(side="right", fill="y") | |
self._populate_readingListbox() | |
def _populate_readingListbox(self): | |
# Populate the listbox with integers | |
self._readingList.delete(0, "end") | |
for i in range(len(self._readings)): | |
self._readingList.insert("end", (" %s" % (i + 1))) | |
self._readingList.config(height=min(len(self._readings), 25), width=5) | |
# If they select a example, apply it. | |
self._readingList.bind("<<ListboxSelect>>", self._readingList_select) | |
def _init_bindings(self): | |
# Key bindings are a good thing. | |
self._top.bind("<Control-q>", self.destroy) | |
self._top.bind("<Control-x>", self.destroy) | |
self._top.bind("<Escape>", self.destroy) | |
self._top.bind("n", self.next) | |
self._top.bind("<space>", self.next) | |
self._top.bind("p", self.prev) | |
self._top.bind("<BackSpace>", self.prev) | |
def _init_buttons(self, parent): | |
# Set up the frames. | |
self._buttonframe = buttonframe = Frame(parent) | |
buttonframe.pack(fill="none", side="bottom", padx=3, pady=2) | |
Button( | |
buttonframe, | |
text="Prev", | |
background="#90c0d0", | |
foreground="black", | |
command=self.prev, | |
).pack(side="left") | |
Button( | |
buttonframe, | |
text="Next", | |
background="#90c0d0", | |
foreground="black", | |
command=self.next, | |
).pack(side="left") | |
def _configure(self, event): | |
self._autostep = 0 | |
(x1, y1, x2, y2) = self._cframe.scrollregion() | |
y2 = event.height - 6 | |
self._canvas["scrollregion"] = "%d %d %d %d" % (x1, y1, x2, y2) | |
self._redraw() | |
def _init_canvas(self, parent): | |
self._cframe = CanvasFrame( | |
parent, | |
background="white", | |
# width=525, height=250, | |
closeenough=10, | |
border=2, | |
relief="sunken", | |
) | |
self._cframe.pack(expand=1, fill="both", side="top", pady=2) | |
canvas = self._canvas = self._cframe.canvas() | |
# Initially, there's no tree or text | |
self._tree = None | |
self._textwidgets = [] | |
self._textline = None | |
def _init_menubar(self, parent): | |
menubar = Menu(parent) | |
filemenu = Menu(menubar, tearoff=0) | |
filemenu.add_command( | |
label="Exit", underline=1, command=self.destroy, accelerator="q" | |
) | |
menubar.add_cascade(label="File", underline=0, menu=filemenu) | |
actionmenu = Menu(menubar, tearoff=0) | |
actionmenu.add_command( | |
label="Next", underline=0, command=self.next, accelerator="n, Space" | |
) | |
actionmenu.add_command( | |
label="Previous", underline=0, command=self.prev, accelerator="p, Backspace" | |
) | |
menubar.add_cascade(label="Action", underline=0, menu=actionmenu) | |
optionmenu = Menu(menubar, tearoff=0) | |
optionmenu.add_checkbutton( | |
label="Remove Duplicates", | |
underline=0, | |
variable=self._glue.remove_duplicates, | |
command=self._toggle_remove_duplicates, | |
accelerator="r", | |
) | |
menubar.add_cascade(label="Options", underline=0, menu=optionmenu) | |
viewmenu = Menu(menubar, tearoff=0) | |
viewmenu.add_radiobutton( | |
label="Tiny", | |
variable=self._size, | |
underline=0, | |
value=10, | |
command=self.resize, | |
) | |
viewmenu.add_radiobutton( | |
label="Small", | |
variable=self._size, | |
underline=0, | |
value=12, | |
command=self.resize, | |
) | |
viewmenu.add_radiobutton( | |
label="Medium", | |
variable=self._size, | |
underline=0, | |
value=14, | |
command=self.resize, | |
) | |
viewmenu.add_radiobutton( | |
label="Large", | |
variable=self._size, | |
underline=0, | |
value=18, | |
command=self.resize, | |
) | |
viewmenu.add_radiobutton( | |
label="Huge", | |
variable=self._size, | |
underline=0, | |
value=24, | |
command=self.resize, | |
) | |
menubar.add_cascade(label="View", underline=0, menu=viewmenu) | |
helpmenu = Menu(menubar, tearoff=0) | |
helpmenu.add_command(label="About", underline=0, command=self.about) | |
menubar.add_cascade(label="Help", underline=0, menu=helpmenu) | |
parent.config(menu=menubar) | |
######################################### | |
## Main draw procedure | |
######################################### | |
def _redraw(self): | |
canvas = self._canvas | |
# Delete the old DRS, widgets, etc. | |
if self._drsWidget is not None: | |
self._drsWidget.clear() | |
if self._drs: | |
self._drsWidget = DrsWidget(self._canvas, self._drs) | |
self._drsWidget.draw() | |
if self._error: | |
self._drsWidget = DrsWidget(self._canvas, self._error) | |
self._drsWidget.draw() | |
######################################### | |
## Button Callbacks | |
######################################### | |
def destroy(self, *e): | |
self._autostep = 0 | |
if self._top is None: | |
return | |
self._top.destroy() | |
self._top = None | |
def prev(self, *e): | |
selection = self._readingList.curselection() | |
readingListSize = self._readingList.size() | |
# there are readings | |
if readingListSize > 0: | |
# if one reading is currently selected | |
if len(selection) == 1: | |
index = int(selection[0]) | |
# if it's on (or before) the first item | |
if index <= 0: | |
self._select_previous_example() | |
else: | |
self._readingList_store_selection(index - 1) | |
else: | |
# select its first reading | |
self._readingList_store_selection(readingListSize - 1) | |
else: | |
self._select_previous_example() | |
def _select_previous_example(self): | |
# if the current example is not the first example | |
if self._curExample > 0: | |
self._exampleList_store_selection(self._curExample - 1) | |
else: | |
# go to the last example | |
self._exampleList_store_selection(len(self._examples) - 1) | |
def next(self, *e): | |
selection = self._readingList.curselection() | |
readingListSize = self._readingList.size() | |
# if there are readings | |
if readingListSize > 0: | |
# if one reading is currently selected | |
if len(selection) == 1: | |
index = int(selection[0]) | |
# if it's on (or past) the last item | |
if index >= (readingListSize - 1): | |
self._select_next_example() | |
else: | |
self._readingList_store_selection(index + 1) | |
else: | |
# select its first reading | |
self._readingList_store_selection(0) | |
else: | |
self._select_next_example() | |
def _select_next_example(self): | |
# if the current example is not the last example | |
if self._curExample < len(self._examples) - 1: | |
self._exampleList_store_selection(self._curExample + 1) | |
else: | |
# go to the first example | |
self._exampleList_store_selection(0) | |
def about(self, *e): | |
ABOUT = ( | |
"NLTK Discourse Representation Theory (DRT) Glue Semantics Demo\n" | |
+ "Written by Daniel H. Garrette" | |
) | |
TITLE = "About: NLTK DRT Glue Demo" | |
try: | |
from tkinter.messagebox import Message | |
Message(message=ABOUT, title=TITLE).show() | |
except: | |
ShowText(self._top, TITLE, ABOUT) | |
def postscript(self, *e): | |
self._autostep = 0 | |
self._cframe.print_to_file() | |
def mainloop(self, *args, **kwargs): | |
""" | |
Enter the Tkinter mainloop. This function must be called if | |
this demo is created from a non-interactive program (e.g. | |
from a secript); otherwise, the demo will close as soon as | |
the script completes. | |
""" | |
if in_idle(): | |
return | |
self._top.mainloop(*args, **kwargs) | |
def resize(self, size=None): | |
if size is not None: | |
self._size.set(size) | |
size = self._size.get() | |
self._font.configure(size=-(abs(size))) | |
self._boldfont.configure(size=-(abs(size))) | |
self._sysfont.configure(size=-(abs(size))) | |
self._bigfont.configure(size=-(abs(size + 2))) | |
self._redraw() | |
def _toggle_remove_duplicates(self): | |
self._glue.remove_duplicates = not self._glue.remove_duplicates | |
self._exampleList.selection_clear(0, "end") | |
self._readings = [] | |
self._populate_readingListbox() | |
self._readingCache = [None for ex in self._examples] | |
self._curExample = -1 | |
self._error = None | |
self._drs = None | |
self._redraw() | |
def _exampleList_select(self, event): | |
selection = self._exampleList.curselection() | |
if len(selection) != 1: | |
return | |
self._exampleList_store_selection(int(selection[0])) | |
def _exampleList_store_selection(self, index): | |
self._curExample = index | |
example = self._examples[index] | |
self._exampleList.selection_clear(0, "end") | |
if example: | |
cache = self._readingCache[index] | |
if cache: | |
if isinstance(cache, list): | |
self._readings = cache | |
self._error = None | |
else: | |
self._readings = [] | |
self._error = cache | |
else: | |
try: | |
self._readings = self._glue.parse_to_meaning(example) | |
self._error = None | |
self._readingCache[index] = self._readings | |
except Exception as e: | |
self._readings = [] | |
self._error = DrtVariableExpression(Variable("Error: " + str(e))) | |
self._readingCache[index] = self._error | |
# add a star to the end of the example | |
self._exampleList.delete(index) | |
self._exampleList.insert(index, (" %s *" % example)) | |
self._exampleList.config( | |
height=min(len(self._examples), 25), width=40 | |
) | |
self._populate_readingListbox() | |
self._exampleList.selection_set(index) | |
self._drs = None | |
self._redraw() | |
def _readingList_select(self, event): | |
selection = self._readingList.curselection() | |
if len(selection) != 1: | |
return | |
self._readingList_store_selection(int(selection[0])) | |
def _readingList_store_selection(self, index): | |
reading = self._readings[index] | |
self._readingList.selection_clear(0, "end") | |
if reading: | |
self._readingList.selection_set(index) | |
self._drs = reading.simplify().normalize().resolve_anaphora() | |
self._redraw() | |
class DrsWidget: | |
def __init__(self, canvas, drs, **attribs): | |
self._drs = drs | |
self._canvas = canvas | |
canvas.font = Font( | |
font=canvas.itemcget(canvas.create_text(0, 0, text=""), "font") | |
) | |
canvas._BUFFER = 3 | |
self.bbox = (0, 0, 0, 0) | |
def draw(self): | |
(right, bottom) = DrsDrawer(self._drs, canvas=self._canvas).draw() | |
self.bbox = (0, 0, right + 1, bottom + 1) | |
def clear(self): | |
self._canvas.create_rectangle(self.bbox, fill="white", width="0") | |
def demo(): | |
examples = [ | |
"John walks", | |
"David sees Mary", | |
"David eats a sandwich", | |
"every man chases a dog", | |
# 'every man believes a dog yawns', | |
# 'John gives David a sandwich', | |
"John chases himself", | |
# 'John persuades David to order a pizza', | |
# 'John tries to go', | |
# 'John tries to find a unicorn', | |
# 'John seems to vanish', | |
# 'a unicorn seems to approach', | |
# 'every big cat leaves', | |
# 'every gray cat leaves', | |
# 'every big gray cat leaves', | |
# 'a former senator leaves', | |
# 'John likes a cat', | |
# 'John likes every cat', | |
# 'he walks', | |
# 'John walks and he leaves' | |
] | |
DrtGlueDemo(examples).mainloop() | |
if __name__ == "__main__": | |
demo() | |