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scuffed evolution algorithm

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Wiktor Dudek 2022-06-08 22:23:59 +02:00
parent be022504c5
commit 480401f8fd
3 changed files with 53 additions and 33 deletions
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assets/sprites/notmines/15.jpg → assets/sprites/notmines/14.jpg
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28
classes/ai.py
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@ -87,13 +87,33 @@ class AI:
def bfs(self): def bfs(self):
def mojafunkcja(ileczasu, jakdaleko, jaktrudno, jakciezko):
return ((200-ileczasu)+(200-jakdaleko*10))-jaktrudno*jakciezko
def fitness(x, y, z, w): #funkcja do ewaluacji
ans = mojafunkcja(x, y, z, w)
return abs(ans-400)
dists = [] # how long way is to all encounters from start([0, 0]) dists = [] # how long way is to all encounters from start([0, 0])
ranked = []
for encounter in self.current_map.encounters: for encounter in self.current_map.encounters:
# dists.append(sqrt((self.saper.position_x-mine.position_x)**2 + (self.saper.position_y-mine.position_y)**2))
dists.append(abs(self.saper.position_x - encounter.position_x) + abs(self.saper.position_y - encounter.position_y)) dists.append(abs(self.saper.position_x - encounter.position_x) + abs(self.saper.position_y - encounter.position_y))
#print(dists)
ind = dists.index(min(dists)) # choose nearest mine for a in self.current_map.mines:
goal_state = [self.current_map.encounters[ind].position_x, self.current_map.encounters[ind].position_y] ranked.append((fitness(a.explosion_timer, (abs(self.saper.position_x - encounter.position_x) + abs(self.saper.position_y - encounter.position_y)), a.difficulty, a.weight), a))
ranked.sort() #posortowana lista najlepszych wyborów dla min
if ranked:
print(ranked[0][0])
indx = ranked[0][1].position_x
indy = ranked[0][1].position_y
else:
ind = dists.index(min(dists))
indx = self.current_map.encounters[ind].position_x
indy = self.current_map.encounters[ind].position_y
goal_state = [indx, indy]
print(f'We go to {goal_state}') print(f'We go to {goal_state}')
find_path = bfs.BFS(self.saper, self.window) find_path = bfs.BFS(self.saper, self.window)

58
outputs/rules/rules.json
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@ -1,31 +1,31 @@
[ [
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{"current_level": 1, "leaf_id": "2d81316f-e749-11ec-9802-d43d7ef1576e", "parents": "root", "rule": "if obj[4]<=80.67436609605278:", "feature_idx": 4, "feature_name": "Random_detonation_chance", "instances": 200, "metric": 0.9964625048848765, "return_statement": 0, "tree_id": 0}, {"current_level": 1, "leaf_id": "2ececefd-e767-11ec-804a-4ccc6afd6a08", "parents": "root", "rule": "if obj[4]<=80.67436609605278:", "feature_idx": 4, "feature_name": "Random_detonation_chance", "instances": 200, "metric": 0.9964625048848765, "return_statement": 0, "tree_id": 0},
{"current_level": 2, "leaf_id": "2d8f8825-e749-11ec-a3fb-d43d7ef1576e", "parents": "2d81316f-e749-11ec-9802-d43d7ef1576e", "rule": "else: return 'detonate'", "feature_idx": -1, "feature_name": "", "instances": 161, "metric": 0, "return_statement": 0, "tree_id": 0}, {"current_level": 2, "leaf_id": "2edc6e09-e767-11ec-b67a-4ccc6afd6a08", "parents": "2ececefd-e767-11ec-804a-4ccc6afd6a08", "rule": "else: return 'detonate'", "feature_idx": -1, "feature_name": "", "instances": 161, "metric": 0, "return_statement": 0, "tree_id": 0},
{"current_level": 2, "leaf_id": "2d90726e-e749-11ec-bfae-d43d7ef1576e", "parents": "2d81316f-e749-11ec-9802-d43d7ef1576e", "rule": "if obj[2]<=0:", "feature_idx": 2, "feature_name": "Protection_from_defuse", "instances": 161, "metric": 0.9203523274205176, "return_statement": 0, "tree_id": 0}, {"current_level": 2, "leaf_id": "2edd09e1-e767-11ec-b87c-4ccc6afd6a08", "parents": "2ececefd-e767-11ec-804a-4ccc6afd6a08", "rule": "if obj[2]<=0:", "feature_idx": 2, "feature_name": "Protection_from_defuse", "instances": 161, "metric": 0.9203523274205176, "return_statement": 0, "tree_id": 0},
{"current_level": 3, "leaf_id": "2d9dded6-e749-11ec-9432-d43d7ef1576e", "parents": "2d90726e-e749-11ec-bfae-d43d7ef1576e", "rule": "else: return 'detonate'", "feature_idx": -1, "feature_name": "", "instances": 135, "metric": 0, "return_statement": 0, "tree_id": 0}, {"current_level": 3, "leaf_id": "2ee9f96f-e767-11ec-b259-4ccc6afd6a08", "parents": "2edd09e1-e767-11ec-b87c-4ccc6afd6a08", "rule": "else: return 'detonate'", "feature_idx": -1, "feature_name": "", "instances": 135, "metric": 0, "return_statement": 0, "tree_id": 0},
{"current_level": 3, "leaf_id": "2d9ef023-e749-11ec-8f51-d43d7ef1576e", "parents": "2d90726e-e749-11ec-bfae-d43d7ef1576e", "rule": "if obj[3]<=7:", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0.7364977795505669, "return_statement": 0, "tree_id": 0}, {"current_level": 3, "leaf_id": "2eea9544-e767-11ec-9dee-4ccc6afd6a08", "parents": "2edd09e1-e767-11ec-b87c-4ccc6afd6a08", "rule": "if obj[3]<=7:", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0.7364977795505669, "return_statement": 0, "tree_id": 0},
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{"current_level": 6, "leaf_id": "2ddf01c7-e749-11ec-9cff-d43d7ef1576e", "parents": "2dda202e-e749-11ec-83ae-d43d7ef1576e", "rule": "if obj[0]<=7:", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0.6252624052234231, "return_statement": 0, "tree_id": 0}, {"current_level": 6, "leaf_id": "2f1e9032-e767-11ec-8145-4ccc6afd6a08", "parents": "2f1a3992-e767-11ec-bcb8-4ccc6afd6a08", "rule": "if obj[0]<=7:", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0.6252624052234231, "return_statement": 0, "tree_id": 0},
{"current_level": 7, "leaf_id": "2ddf01c8-e749-11ec-b129-d43d7ef1576e", "parents": "2ddf01c7-e749-11ec-9cff-d43d7ef1576e", "rule": "return 'defuse'", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0, "return_statement": 1, "tree_id": 0}, {"current_level": 7, "leaf_id": "2f1e9033-e767-11ec-ae84-4ccc6afd6a08", "parents": "2f1e9032-e767-11ec-8145-4ccc6afd6a08", "rule": "return 'defuse'", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0, "return_statement": 1, "tree_id": 0},
{"current_level": 6, "leaf_id": "2deb0e8a-e749-11ec-a871-d43d7ef1576e", "parents": "2dda202e-e749-11ec-83ae-d43d7ef1576e", "rule": "if obj[0]>7:", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0.6252624052234231, "return_statement": 0, "tree_id": 0}, {"current_level": 6, "leaf_id": "2f273cd1-e767-11ec-9821-4ccc6afd6a08", "parents": "2f1a3992-e767-11ec-bcb8-4ccc6afd6a08", "rule": "if obj[0]>7:", "feature_idx": 0, "feature_name": "Size(bigger_more_difficult)", "instances": 32, "metric": 0.6252624052234231, "return_statement": 0, "tree_id": 0},
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{"current_level": 4, "leaf_id": "2e0e7215-e749-11ec-b6df-d43d7ef1576e", "parents": "2d9ef023-e749-11ec-8f51-d43d7ef1576e", "rule": "if obj[1]>1997.8794790831414:", "feature_idx": 1, "feature_name": "Year(older_more_difficult)", "instances": 116, "metric": 0.3936164041111624, "return_statement": 0, "tree_id": 0}, {"current_level": 4, "leaf_id": "2f4108be-e767-11ec-bfcb-4ccc6afd6a08", "parents": "2eea9544-e767-11ec-9dee-4ccc6afd6a08", "rule": "if obj[1]>1997.8794790831414:", "feature_idx": 1, "feature_name": "Year(older_more_difficult)", "instances": 116, "metric": 0.3936164041111624, "return_statement": 0, "tree_id": 0},
{"current_level": 5, "leaf_id": "2e0e7216-e749-11ec-86c6-d43d7ef1576e", "parents": "2e0e7215-e749-11ec-b6df-d43d7ef1576e", "rule": "return 'defuse'", "feature_idx": 1, "feature_name": "Year(older_more_difficult)", "instances": 116, "metric": 0, "return_statement": 1, "tree_id": 0}, {"current_level": 5, "leaf_id": "2f4108bf-e767-11ec-aecd-4ccc6afd6a08", "parents": "2f4108be-e767-11ec-bfcb-4ccc6afd6a08", "rule": "return 'defuse'", "feature_idx": 1, "feature_name": "Year(older_more_difficult)", "instances": 116, "metric": 0, "return_statement": 1, "tree_id": 0},
{"current_level": 3, "leaf_id": "2e26646c-e749-11ec-9044-d43d7ef1576e", "parents": "2d90726e-e749-11ec-bfae-d43d7ef1576e", "rule": "if obj[3]>7:", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0.7364977795505669, "return_statement": 0, "tree_id": 0}, {"current_level": 3, "leaf_id": "2f52d6df-e767-11ec-ac3e-4ccc6afd6a08", "parents": "2edd09e1-e767-11ec-b87c-4ccc6afd6a08", "rule": "if obj[3]>7:", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0.7364977795505669, "return_statement": 0, "tree_id": 0},
{"current_level": 4, "leaf_id": "2e26646d-e749-11ec-a43b-d43d7ef1576e", "parents": "2e26646c-e749-11ec-9044-d43d7ef1576e", "rule": "return 'detonate'", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0, "return_statement": 1, "tree_id": 0}, {"current_level": 4, "leaf_id": "2f52d6e0-e767-11ec-b6e4-4ccc6afd6a08", "parents": "2f52d6df-e767-11ec-ac3e-4ccc6afd6a08", "rule": "return 'detonate'", "feature_idx": 3, "feature_name": "Meters_under_the_ground", "instances": 135, "metric": 0, "return_statement": 1, "tree_id": 0},
{"current_level": 2, "leaf_id": "2e3ea553-e749-11ec-a56d-d43d7ef1576e", "parents": "2d81316f-e749-11ec-9802-d43d7ef1576e", "rule": "if obj[2]>0:", "feature_idx": 2, "feature_name": "Protection_from_defuse", "instances": 161, "metric": 0.9203523274205176, "return_statement": 0, "tree_id": 0}, {"current_level": 2, "leaf_id": "2f6567d1-e767-11ec-ae72-4ccc6afd6a08", "parents": "2ececefd-e767-11ec-804a-4ccc6afd6a08", "rule": "if obj[2]>0:", "feature_idx": 2, "feature_name": "Protection_from_defuse", "instances": 161, "metric": 0.9203523274205176, "return_statement": 0, "tree_id": 0},
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