-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathsolve.py
More file actions
336 lines (274 loc) · 10.7 KB
/
solve.py
File metadata and controls
336 lines (274 loc) · 10.7 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
import sys
from copy import copy
def parse_problem(filename):
with open(filename, 'r') as f:
lines = f.readlines()
for i in range(len(lines) - 1):
if lines[i] == "%\n" and lines[i + 1] == "0\n":
lines = lines[:i]
break
clauses = []
for line in lines:
if line[0] == "c": # comment
continue
if line[0] == "p":
toks = line.split()
assert toks[1] == "cnf"
assert len(toks) == 4
num_vars, num_clauses = map(int, (toks[2], toks[3]))
else:
toks = list(map(int, line.split()))
assert toks[-1] == 0
toks.pop()
clauses.append(Clause.default_clause(toks))
assert num_clauses == len(clauses)
return clauses, num_vars
class Assignment:
@classmethod
def implication(cls, literal, idx):
assignment = cls()
assignment.literal = literal
assignment.idx = idx
return assignment
@classmethod
def decision(cls, literal):
assignment = cls()
assignment.literal = literal
assignment.idx = None
return assignment
def impl(self):
return self.idx is not None
def desc(self):
return self.idx is None
def __repr__(self):
if self.impl():
return f"I(i={self.idx}, L={self.literal})"
else:
return f"D(L={self.literal})"
class Solution:
def __init__(self, sat, sol=None):
self.sat = sat
self.sol = sol
def __repr__(self):
if self.sat:
first_line = "s SATISFIABLE\n"
L = ["v"]
for s in self.sol:
L.append(str(-(s >> 1) if (s & 1) else (s >> 1)))
L.append("0")
return first_line + " ".join(L)
return "s UNSATISFIABLE"
class Clause:
def __init__(self):
self.inner = set()
self.undecided = set()
self.true = set()
self.false = set()
self.watched_literals = set()
@classmethod
def default_clause(cls, iterable):
clause = cls()
for val in iterable:
val_encoded = val << 1 if val > 0 else ((-val) << 1) | 1
clause.inner.add(val_encoded)
clause.undecided.add(val_encoded)
if (len(clause.watched_literals) < 2):
clause.watched_literals.add(val_encoded)
return clause
def __repr__(self):
return "{" + ", ".join(map(
lambda i: f"*{i}{'=T' if i in self.true else ''}{'=F' if i in self.false else ''}"
, self.inner)) + "}"
def disassign(self, literal):
# assert((literal in self.true - self.false) or (literal in self.false - self.true))
self.true.discard(literal)
self.false.discard(literal)
self.undecided.add(literal)
def empty(self):
return len(self.inner) == 0
def exist(self, var):
return (var in self.inner) or ((var ^ 1) in self.inner)
def is_true(self):
return bool(self.true)
def is_false(self):
return self.false == self.inner
def is_unit(self):
return not bool(self.true) and len(self.undecided) == 1
def resolvent(self, literal, clause):
cl = Clause()
cl.inner = self.inner.union(clause.inner)
cl.inner.remove(literal)
cl.inner.remove(literal ^ 1)
return cl # Will assign undecided / false later
class DPLL:
def __init__(self, clauses, nvars):
self.clauses = clauses
self.assignment = []
self.vmap = set()
self.updates = [set() for _ in range (2 * (nvars+1))]
self.watched_literal_to_clause = [set() for _ in range (2 * (nvars+1))]
self.literal_to_clause = [set() for _ in range (2 * (nvars+1))]
self.unit = [] # unit clauses
for i, clause in enumerate(clauses):
if clause.is_unit():
self.unit.append(i)
for literal in clause.inner:
self.literal_to_clause[literal].add(i)
for literal in clause.watched_literals:
self.watched_literal_to_clause[literal].add(i)
def add_watched_literal(self, idx, literal):
clause = self.clauses[idx]
self.watched_literal_to_clause[literal].add(idx)
clause.watched_literals.add(literal)
def remove_watched_literal(self, idx, literal):
clause = self.clauses[idx]
self.watched_literal_to_clause[literal].remove(idx)
clause.watched_literals.remove(literal)
# Update of literal i
# Return True if conflict in updating watched literals
def update_literal(self, i, literal):
clause: Clause = self.clauses[i]
if clause.is_true():
return False
clause.undecided.remove(literal)
self.updates[literal].add(i)
if literal in self.vmap:
clause.true.add(literal)
return False
else:
clause.false.add(literal)
# Update watched literal
if literal in clause.watched_literals:
self.remove_watched_literal(i, literal)
for new_literal in clause.undecided - clause.watched_literals:
if (new_literal ^ 1) in self.vmap:
# False
clause.undecided.remove(new_literal)
self.updates[new_literal].add(i)
clause.false.add(new_literal)
else:
# Undecided
self.add_watched_literal(i, new_literal)
break
if clause.is_false():
# Conflict in lazy false update
return True
if clause.is_unit():
self.unit.append(i)
return False
def unit_prop(self):
while self.unit:
i = self.unit.pop()
clause = self.clauses[i]
if clause.is_true():
continue
# assert(clause.is_unit())
literal = next(iter(clause.undecided))
# assert(not (-literal in self.vmap))
self.vmap.add(literal)
self.assignment.append(Assignment.implication(literal, i))
for j in copy(self.watched_literal_to_clause[literal ^ 1]):
# Possible conflict
if self.update_literal(j, literal ^ 1):
return j
for j in self.literal_to_clause[literal]:
# No conflict in True assignment
self.update_literal(j, literal)
return None
def satisfied(self):
for clause in self.clauses:
if not clause.is_true():
return False
return True
def learn_clause(self, conflict_clause: Clause):
learned_clause: Clause = conflict_clause
for assn in self.assignment.__reversed__():
if assn.desc(): # Decision assignment
continue
if not learned_clause.exist(assn.literal):
continue
else: # Implied assignment with var
#print(f"Learning iter: {learned_clause}, {self.clauses[assn.idx]}")
learned_clause = learned_clause.resolvent(assn.literal, self.clauses[assn.idx])
n = len(self.clauses)
for literal in learned_clause.inner:
self.literal_to_clause[literal].add(n)
self.updates[literal].add(n)
# assert(-literal in self.vmap)
learned_clause.false.add(literal)
self.clauses.append(learned_clause)
return learned_clause
def backtrack(self, learned_clause: Clause):
#print(self.assignment)
while True:
assn = self.assignment.pop()
literal = assn.literal
self.rollback_update(literal)
if learned_clause.exist(literal):
break
def rollback_update(self, literal):
self.vmap.remove(literal)
while self.updates[literal]:
i = self.updates[literal].pop()
clause: Clause = self.clauses[i]
clause.disassign(literal)
if len(clause.watched_literals) < 2:
self.add_watched_literal(i, literal)
neg_literal = literal ^ 1
while self.updates[neg_literal]:
i = self.updates[neg_literal].pop()
clause: Clause = self.clauses[i]
clause.disassign(neg_literal)
if len(clause.watched_literals) < 2:
self.add_watched_literal(i, neg_literal)
def decision(self):
for clause in self.clauses:
if not clause.is_true():
# Watched literals are undecided and not target of lazy-evaluation
literal = next(iter(clause.watched_literals))
# assert(-literal not in self.vmap)
self.vmap.add(literal)
self.assignment.append(Assignment.decision(literal))
# False updates
for j in copy(self.watched_literal_to_clause[literal ^ 1]):
# Possible conflict
if self.update_literal(j, literal ^ 1):
# This is lazy-evaluated unit clause
self.rollback_update(literal)
self.assignment.pop()
self.unit.append(j)
return j
for j in self.literal_to_clause[literal]:
# No conflict in True assignment
self.update_literal(j, literal)
return None
def run(self):
preprocess = True
while True:
#print(self.unit)
#print(f"Current Solution: {self.vmap}")
#print(f"Assignments: {self.assignment}")
conflict = self.unit_prop()
#print(f"Clauses: {self.clauses}")
#input()
if preprocess:
if conflict is not None:
return Solution(False)
preprocess = False
if self.satisfied():
return Solution(True, self.vmap)
if conflict is not None:
self.unit.clear()
# assert(self.clauses[conflict].is_false())
learned_clause = self.learn_clause(self.clauses[conflict])
if learned_clause.empty():
return Solution(False)
self.backtrack(learned_clause)
assert learned_clause.is_unit()
self.unit.append(len(self.clauses)-1)
else:
self.decision()
if __name__ == "__main__":
dpll = DPLL(*parse_problem(sys.argv[1]))
result = dpll.run()
print(result)