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generate.py
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generate.py
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import sys
from crossword import *
from copy import deepcopy
class CrosswordCreator():
def __init__(self, crossword):
"""
Create new CSP crossword generate.
"""
self.crossword = crossword
self.domains = {
var: self.crossword.words.copy()
for var in self.crossword.variables
}
def letter_grid(self, assignment):
"""
Return 2D array representing a given assignment.
"""
letters = [
[None for _ in range(self.crossword.width)]
for _ in range(self.crossword.height)
]
for variable, word in assignment.items():
direction = variable.direction
for k in range(len(word)):
i = variable.i + (k if direction == variable.DOWN else 0)
j = variable.j + (k if direction == variable.ACROSS else 0)
letters[i][j] = word[k]
return letters
def print(self, assignment):
"""
Print crossword assignment to the terminal.
"""
letters = self.letter_grid(assignment)
for i in range(self.crossword.height):
for j in range(self.crossword.width):
if self.crossword.structure[i][j]:
print(letters[i][j] or " ", end="")
else:
print("█", end="")
print()
def save(self, assignment, filename):
"""
Save crossword assignment to an image file.
"""
from PIL import Image, ImageDraw, ImageFont
cell_size = 100
cell_border = 2
interior_size = cell_size - 2 * cell_border
letters = self.letter_grid(assignment)
# Create a blank canvas
img = Image.new(
"RGBA",
(self.crossword.width * cell_size,
self.crossword.height * cell_size),
"black"
)
font = ImageFont.truetype("assets/fonts/OpenSans-Regular.ttf", 80)
draw = ImageDraw.Draw(img)
for i in range(self.crossword.height):
for j in range(self.crossword.width):
rect = [
(j * cell_size + cell_border,
i * cell_size + cell_border),
((j + 1) * cell_size - cell_border,
(i + 1) * cell_size - cell_border)
]
if self.crossword.structure[i][j]:
draw.rectangle(rect, fill="white")
if letters[i][j]:
w, h = draw.textsize(letters[i][j], font=font)
draw.text(
(rect[0][0] + ((interior_size - w) / 2),
rect[0][1] + ((interior_size - h) / 2) - 10),
letters[i][j], fill="black", font=font
)
img.save(filename)
def solve(self):
"""
Enforce node and arc consistency, and then solve the CSP.
"""
self.enforce_node_consistency()
self.ac3()
return self.backtrack(dict())
def enforce_node_consistency(self):
"""
Update `self.domains` such that each variable is node-consistent.
(Remove any values that are inconsistent with a variable's unary
constraints; in this case, the length of the word.)
"""
domains = deepcopy(self.domains)
for domain in domains:
for word in domains[domain]:
if len(word) != domain.length:
self.domains[domain].remove(word)
def revise(self, x, y):
"""
Make variable `x` arc consistent with variable `y`.
To do so, remove values from `self.domains[x]` for which there is no
possible corresponding value for `y` in `self.domains[y]`.
Return True if a revision was made to the domain of `x`; return
False if no revision was made.
"""
domains = deepcopy(self.domains)
modified = False
if self.crossword.overlaps[x, y] != None:
for word_x in domains[x]:
possible_value = False
for word_y in domains[y]:
if word_x[self.crossword.overlaps[x, y][0]] == word_y[self.crossword.overlaps[x, y][1]]:
possible_value = True
if possible_value == False:
self.domains[x].remove(word_x)
modified = True
return modified
def ac3(self, arcs=None):
"""
Update `self.domains` such that each variable is arc consistent.
If `arcs` is None, begin with initial list of all arcs in the problem.
Otherwise, use `arcs` as the initial list of arcs to make consistent.
Return True if arc consistency is enforced and no domains are empty;
return False if one or more domains end up empty.
"""
if arcs == None:
arcs = []
for word1 in self.domains:
for word2 in self.domains:
if word1 != word2:
arcs.append((word1, word2))
while len(arcs) != 0:
if self.revise(arcs[0][0], arcs[0][1]):
if len(self.domains[arcs[0][0]]) == 0:
return False
for neighbor in self.crossword.neighbors(arcs[0][0]):
if neighbor != arcs[0][1]:
arcs.append((neighbor, arcs[0][0]))
arcs.remove((arcs[0][0], arcs[0][1]))
return True
def assignment_complete(self, assignment):
"""
Return True if `assignment` is complete (i.e., assigns a value to each
crossword variable); return False otherwise.
"""
for word in self.domains:
if word not in assignment:
return False
return True
def consistent(self, assignment):
"""
Return True if `assignment` is consistent (i.e., words fit in crossword
puzzle without conflicting characters); return False otherwise.
"""
used_words = []
for var in assignment:
if assignment[var] in used_words:
return False
used_words.append(assignment[var])
if var.length != len(assignment[var]):
return False
for nb in assignment:
if var != nb and self.crossword.overlaps[var, nb] != None:
if assignment[var][self.crossword.overlaps[var, nb][0]] != assignment[nb][self.crossword.overlaps[var, nb][1]]:
return False
return True
def order_domain_values(self, var, assignment):
"""
Return a list of values in the domain of `var`, in order by
the number of values they rule out for neighboring variables.
The first value in the list, for example, should be the one
that rules out the fewest values among the neighbors of `var`.
"""
dict = {}
for variable in self.domains[var]:
rule_out = 0
if variable not in assignment:
for neighbor in self.crossword.neighbors(var):
if variable in self.domains[neighbor]:
rule_out += 1
dict[variable] = rule_out
return [var[0] for var in sorted(dict.items(), key = lambda item: item[1])]
def select_unassigned_variable(self, assignment):
"""
Return an unassigned variable not already part of `assignment`.
Choose the variable with the minimum number of remaining values
in its domain. If there is a tie, choose the variable with the highest
degree. If there is a tie, any of the tied variables are acceptable
return values.
"""
dict = {}
for variable in self.domains:
if variable not in assignment:
dict[variable] = (len(self.domains[variable]), len(self.crossword.neighbors(variable)))
return [var[0] for var in sorted(dict.items(), key = lambda item: (item[1][0], -item[1][1]))][0]
def backtrack(self, assignment):
"""
Using Backtracking Search, take as input a partial assignment for the
crossword and return a complete assignment if possible to do so.
`assignment` is a mapping from variables (keys) to words (values).
If no assignment is possible, return None.
"""
if self.assignment_complete(assignment):
return assignment
var = self.select_unassigned_variable(assignment)
for value in self.order_domain_values(var, assignment):
assignment[var] = value
if self.consistent(assignment):
result = self.backtrack(assignment)
if result is not None:
return result
assignment.pop(var, None)
return None
def main():
# Check usage
if len(sys.argv) not in [3, 4]:
sys.exit("Usage: python generate.py structure words [output]")
# Parse command-line arguments
structure = sys.argv[1]
words = sys.argv[2]
output = sys.argv[3] if len(sys.argv) == 4 else None
# Generate crossword
crossword = crossword(structure, words)
creator = CrosswordCreator(crossword)
assignment = creator.solve()
# Print result
if assignment is None:
print("No solution.")
else:
creator.print(assignment)
if output:
creator.save(assignment, output)
if __name__ == "__main__":
main()