new map, faster genetic algorithm

algorithms/learn/genetic_algorithm/genetic_algorithm.py

@@ -27,7 +27,7 @@ def sum_distance(speciment):
 
 # tournament selection
 # this function randomly puts speciments to groups, from each group one best speciment is taken for reproduction
-def selection(pop, scores, k=3):
+def selection(pop, scores, k=10):
     # first random selection
     selection_ix = randint(len(pop))
     for ix in randint(0, len(pop), k- 1):
@@ -66,7 +66,7 @@ def crossover(p1, p2, r_cross):
 # this function checks whether genes mutated
 # if gene is mutated then it is swapped with randomly chosen gene from the same speciment
 def mutation(speciment, r_mut):
-    for i in range(len(speciment)-1):
+    for i in range(len(speciment)):
         # check for a mutation
         if rand() < r_mut:
             # flip the bit
@@ -126,12 +126,12 @@ if __name__ == "__main__":
     # crossover rate
     r_cross = 0.9
     # mutation rate
-    r_mut = 0.05
+    r_mut = 0.15
 
     # create new minefield instance
     import os
     from minefield import Minefield
-    minefield = Minefield(os.path.join("..", "..", "..", "resources", "minefields", "fourthmap.json"))
+    minefield = Minefield(os.path.join("..", "..", "..", "resources", "minefields", "fifthmap.json"))
 
     # perform the genetic algorithm search
     best, score = genetic_algorithm(minefield, helpers.get_score, n_iter, n_pop, r_cross, r_mut)

algorithms/learn/genetic_algorithm/helpers.py

@@ -4,12 +4,111 @@ import project_constants as const
 from project_constants import Direction
 from algorithms.search.a_star import State, graphsearch
 from objects.mine_models.chained_mine import ChainedMine
+from objects.mine_models.time_mine import TimeMine
 
 
-def get_score(minefield, speciment):
-    initial_state = State(row=0, column=0, direction=Direction.RIGHT)
+def possible_states(row, column):
+    possible_states = []
+
+    if Minefield.is_valid_move(row + 1, column):
+        possible_states.append(State(row + 1, column, Direction.UP))
+
+    if Minefield.is_valid_move(row - 1, column):
+        possible_states.append(State(row + 1, column, Direction.DOWN))
+
+    if Minefield.is_valid_move(row, column + 1):
+        possible_states.append(State(row, column + 1, Direction.LEFT))
+
+    if Minefield.is_valid_move(row, column - 1):
+        possible_states.append(State(row, column - 1, Direction.RIGHT))
+
+    return possible_states
+
+
+def create_scores_table(minefield):
+    mines = get_mines_coords(minefield)
+    dict_table = {
+        mine1: {
+            mine2: {
+                direction: 0
+
+                for direction in Direction}
+            for mine2 in mines}
+        for mine1 in mines}
+
+    dict_table[(0, 0)] = {mine: {Direction.RIGHT: 0} for mine in mines}
+
+    for mine in mines:
+        _, end_state, cost = \
+            graphsearch(State(0, 0, Direction.RIGHT),
+                        minefield,
+                        target_type="mine",
+                        tox=mine[0],
+                        toy=mine[1],
+                        with_data=True)
+
+        dict_table[(0, 0)][mine][Direction.RIGHT] = (end_state, cost)
+
+    for mine1 in mines:
+        for mine2 in mines:
+            for initial_state in possible_states(mine1[0], mine1[1]):
+                _, end_state, cost = \
+                    graphsearch(initial_state,
+                                minefield,
+                                target_type="mine",
+                                tox=mine2[0],
+                                toy=mine2[1],
+                                with_data=True)
+
+                dict_table[mine1][mine2][initial_state.direction] = (end_state, cost)
+
+    return dict_table
+
+
+def get_score(minefield, speciment, table=None):
     score = 0
+    initial_state = State(0, 0, Direction.RIGHT)
 
+    if table is not None:
+        for el_index in range(len(speciment) - 1):
+
+            if table[(initial_state.row, initial_state.column)] \
+                    [(speciment[el_index][0], speciment[el_index][1])] \
+                    [initial_state.direction]:
+
+                end_state, cost = table[(initial_state.row, initial_state.column)] \
+                    [(speciment[el_index][0], speciment[el_index][1])] \
+                    [initial_state.direction]
+
+                initial_state = State(speciment[el_index][0], speciment[el_index][1], end_state.direction)
+
+            else:
+                action_sequence, _, cost = \
+                    graphsearch(initial_state,
+                                minefield,
+                                target_type="mine",
+                                tox=speciment[el_index][0],
+                                toy=speciment[el_index][1],
+                                with_data=True)
+
+            mine = minefield.matrix[speciment[el_index][0]][speciment[el_index][1]].mine
+
+            if isinstance(mine, ChainedMine) and mine.predecessor is not None and mine.predecessor.active:
+                cost += 200
+
+            mine.active = False
+
+            for _ in range(cost):
+                minefield.next_turn()
+
+            score += cost
+
+        score += 200 * minefield.explosions
+
+        return score
+
+    # IF THERE IS NO TABLE
+    else:
         for el_index in range(len(speciment) - 1):
             action_sequence, initial_state, cost = \
                 graphsearch(initial_state,
@@ -22,7 +121,7 @@ def get_score(minefield, speciment):
             mine = minefield.matrix[speciment[el_index][0]][speciment[el_index][1]].mine
 
             if isinstance(mine, ChainedMine) and mine.predecessor is not None and mine.predecessor.active:
-            cost += 10000
+                cost += 200
 
             mine.active = False
 
@@ -31,7 +130,7 @@ def get_score(minefield, speciment):
 
             score += cost
 
-    score += 10000 * minefield.explosions
+        score += 200 * minefield.explosions
         return score
 
 
@@ -43,6 +142,6 @@ def get_mines_coords(minefield: Minefield):
             mine = minefield.matrix[row][column].mine
 
             if mine is not None:
-                mines.append([row, column])
+                mines.append((row, column))
 
     return mines

algorithms/learn/genetic_algorithm/new_ga.py

@@ -0,0 +1,169 @@
+import numpy as np, random, operator, pandas as pd
+from algorithms.learn.genetic_algorithm import helpers
+
+import os
+from minefield import Minefield
+gl_minefield = None
+scores_table = None
+
+
+class Fitness:
+    def __init__(self, route):
+        self.route = route
+        self.distance = 0
+        self.fitness = 0.0
+
+    def routeDistance(self):
+        if self.distance == 0:
+            self.distance = helpers.get_score(gl_minefield, self.route, scores_table)
+
+        return self.distance
+
+    def routeFitness(self):
+        if self.fitness == 0:
+            self.fitness = 1000 / float(self.routeDistance())
+        return self.fitness
+
+
+def createRoute(cityList):
+    route = random.sample(cityList, len(cityList))
+    return route
+
+
+def initialPopulation(popSize, cityList):
+    population = []
+
+    for i in range(0, popSize):
+        population.append(createRoute(cityList))
+    return population
+
+
+def rankRoutes(population):
+    fitnessResults = {}
+    for i in range(0, len(population)):
+        fitnessResults[i] = Fitness(population[i]).routeFitness()
+    return sorted(fitnessResults.items(), key=operator.itemgetter(1), reverse=True)
+
+
+def selection(popRanked, eliteSize):
+    selectionResults = []
+    df = pd.DataFrame(np.array(popRanked), columns=["Index", "Fitness"])
+    df['cum_sum'] = df.Fitness.cumsum()
+    df['cum_perc'] = 100 * df.cum_sum / df.Fitness.sum()
+
+    for i in range(0, eliteSize):
+        selectionResults.append(popRanked[i][0])
+    for i in range(0, len(popRanked) - eliteSize):
+        pick = 100 * random.random()
+        for i in range(0, len(popRanked)):
+            if pick <= df.iat[i, 3]:
+                selectionResults.append(popRanked[i][0])
+                break
+    return selectionResults
+
+def matingPool(population, selectionResults):
+    matingpool = []
+    for i in range(0, len(selectionResults)):
+        index = selectionResults[i]
+        matingpool.append(population[index])
+    return matingpool
+
+
+def breed(parent1, parent2):
+    child = []
+    childP1 = []
+    childP2 = []
+
+    geneA = int(random.random() * len(parent1))
+    geneB = int(random.random() * len(parent1))
+
+    startGene = min(geneA, geneB)
+    endGene = max(geneA, geneB)
+
+    for i in range(startGene, endGene):
+        childP1.append(parent1[i])
+
+    childP2 = [item for item in parent2 if item not in childP1]
+
+    child = childP1 + childP2
+    return child
+
+
+def breedPopulation(matingpool, eliteSize):
+    children = []
+    length = len(matingpool) - eliteSize
+    pool = random.sample(matingpool, len(matingpool))
+
+    for i in range(0, eliteSize):
+        children.append(matingpool[i])
+
+    for i in range(0, length):
+        child = breed(pool[i], pool[len(matingpool) - i - 1])
+        children.append(child)
+    return children
+
+
+def mutate(individual, mutationRate):
+    for swapped in range(len(individual)):
+        if (random.random() < mutationRate):
+            swapWith = int(random.random() * len(individual))
+
+            city1 = individual[swapped]
+            city2 = individual[swapWith]
+
+            individual[swapped] = city2
+            individual[swapWith] = city1
+    return individual
+
+
+def mutatePopulation(population, mutationRate):
+    mutatedPop = []
+
+    for ind in range(0, len(population)):
+        mutatedInd = mutate(population[ind], mutationRate)
+        mutatedPop.append(mutatedInd)
+    return mutatedPop
+
+
+def nextGeneration(scores, currentGen, eliteSize, mutationRate):
+    selectionResults = selection(scores, eliteSize)
+    matingpool = matingPool(currentGen, selectionResults)
+    children = breedPopulation(matingpool, eliteSize)
+    nextGeneration = mutatePopulation(children, mutationRate)
+    return nextGeneration
+
+
+def genetic_algorithm(minefield, population, popSize, eliteSize, mutationRate, generations):
+    global gl_minefield, scores_table
+    gl_minefield = minefield
+
+    scores_table = helpers.create_scores_table(gl_minefield)
+
+    pop = initialPopulation(popSize, population)
+    scores = rankRoutes(pop)
+
+    print("Initial score: " + str(1000 / scores[0][1]))
+
+    for i in range(0, generations):
+        pop = nextGeneration(scores, pop, eliteSize, mutationRate)
+        scores = rankRoutes(pop)
+        print(f"Generation {i} best score: {str(1000 / scores[0][1])}")
+        bestRouteIndex = scores[0][0]
+        bestRoute = pop[bestRouteIndex]
+        print(bestRoute)
+
+    print("Final score: " + str(1000 / scores[0][1]))
+    bestRouteIndex = scores[0][0]
+    bestRoute = pop[bestRouteIndex]
+    return bestRoute
+
+
+if __name__ == "__main__":
+    gl_minefield = Minefield(os.path.join("..", "..", "..", "resources", "minefields", "fifthmap.json"))
+
+    genetic_algorithm(minefield=gl_minefield,
+                      population=helpers.get_mines_coords(gl_minefield),
+                      popSize=100,
+                      eliteSize=20,
+                      mutationRate=0.01,
+                      generations=100)

assets/display_assets.py

@@ -58,7 +58,7 @@ def blit_graphics(minefield):
                 pass    # darken_tile(tile.position)
 
             # draw a mine on top if there is one
-            if tile.mine is not None and tile.mine.active:
+            if tile.mine is not None:
                 if isinstance(tile.mine, StandardMine):
                     const.SCREEN.blit(mine_asset_options["MINE"], tile_screen_coords)
 

game.py

@@ -5,7 +5,7 @@ import project_constants as const
 from assets.display_assets import blit_graphics
 from algorithms.search import a_star
 
-from algorithms.learn.genetic_algorithm import genetic_algorithm, helpers
+from algorithms.learn.genetic_algorithm import new_ga, helpers
 
 from minefield import Minefield
 
@@ -141,11 +141,14 @@ class Game:
     def run_genetics(self):
         genetics_minefield = Minefield(const.MAP_RANDOM_10x10)
 
-        sequence, score = \
-            genetic_algorithm.genetic_algorithm(genetics_minefield, helpers.get_score, 10, 100, 0.9, 0.05)
+        sequence = \
+            new_ga.genetic_algorithm(minefield=genetics_minefield,
+                                     population=helpers.get_mines_coords(self.minefield),
+                                     popSize=100,
+                                     eliteSize=20,
+                                     mutationRate=0.01,
+                                     generations=15)
 
-        print('Done!')
-        print('f(%s) = %f' % (sequence, score))
         self.genetic_sequence = sequence
 
     def set_next_genetic_target(self):

objects/agent.py

@@ -31,8 +31,11 @@ class Agent:
 
     @staticmethod
     def defuse_a_mine(mine):
+        if mine.active:
             is_success = popup.disarming_popup(mine)
             return is_success
+        else:
+            return True
 
     def update_and_draw(self, window, delta_time, minefield):
         self.update(delta_time, minefield)

objects/mine_models/time_mine.py

@@ -11,6 +11,7 @@ class TimeMine(Mine):
 
     def disarm(self, wire):
         if self.active:
+            self.starting_time = 0
             return super().disarm(wire)
         else:
             # mine has already exploded, no need to return failure

objects/tile.py

@@ -6,7 +6,8 @@ from project_constants import Terrain
 # It is used in Tile.cost (giving the value to the tile)
 
 def assume_cost(terrain_type, mine):
-    if mine is not None and mine.active:
+    # to allow walking through inactive mines -> and mine.active
+    if mine is not None:
         return Terrain.MINE
     if terrain_type == "CONCRETE":
         return Terrain.CONCRETE

project_constants.py

@@ -162,6 +162,6 @@ HIGHLIGHT.set_alpha(100)
 # ==== MAPS ==== #
 # ============== #
 
-MAP_RANDOM_10x10 = os.path.join("resources", "minefields", "fourthmap.json")
+MAP_RANDOM_10x10 = os.path.join("resources", "minefields", "fifthmap.json")
 
 

resources/minefields/fifthmap.json

@@ -0,0 +1,479 @@
+{
+    "0,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "0,1": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "0,2": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "0,3": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "time",
+        "timer": 77
+      }
+    },
+    "0,4": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "0,5": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "0,6": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "0,7": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "0,8": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "standard"
+      }
+    },
+    "0,9": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 120
+      }
+    },
+    "1,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "1,1": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 23
+      }
+    },
+    "1,2": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "1,3": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "1,4": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "1,5": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "1,6": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "1,7": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "1,8": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "1,9": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "2,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "2,1": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "standard"
+      }
+    },
+    "2,2": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "2,3": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "2,4": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "2,5": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "time",
+        "timer": 68
+      }
+    },
+    "2,6": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "2,7": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "2,8": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "time",
+        "timer": 120
+      }
+    },
+    "2,9": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "3,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "3,1": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "time",
+        "timer": 30
+      }
+    },
+    "3,2": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "3,3": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 99
+      }
+    },
+    "3,4": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "3,5": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "3,6": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "3,7": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "3,8": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "3,9": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "4,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "4,1": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "4,2": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "time",
+        "timer": 24
+      }
+    },
+    "4,3": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "4,4": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "4,5": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "4,6": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "4,7": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": "7,0"
+      }
+    },
+    "4,8": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "4,9": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "5,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "5,1": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "5,2": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "5,3": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "5,4": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "5,5": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "5,6": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "5,7": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "5,8": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "5,9": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "6,0": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "6,1": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "6,2": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "6,3": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "6,4": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "6,5": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "standard"
+      }
+    },
+    "6,6": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "6,7": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "6,8": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "6,9": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "standard"
+      }
+    },
+    "7,0": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": null
+      }
+    },
+    "7,1": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "7,2": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "7,3": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "7,4": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "7,5": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 101
+      }
+    },
+    "7,6": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 140
+      }
+    },
+    "7,7": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "7,8": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "7,9": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "8,0": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "8,1": {
+      "terrain": "MUD",
+      "mine": {
+        "mine_type": "time",
+        "timer": 60
+      }
+    },
+    "8,2": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "8,3": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "standard"
+      }
+    },
+    "8,4": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "8,5": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "8,6": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "8,7": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "8,8": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": "3,6"
+      }
+    },
+    "8,9": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "9,0": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,1": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,2": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,3": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "9,4": {
+      "terrain": "GRASS",
+      "mine": null
+    },
+    "9,5": {
+      "terrain": "GRASS",
+      "mine": {
+        "mine_type": "chained",
+        "predecessor": "0,4"
+      }
+    },
+    "9,6": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,7": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,8": {
+      "terrain": "MUD",
+      "mine": null
+    },
+    "9,9": {
+      "terrain": "CONCRETE",
+      "mine": null
+    },
+    "agents_initial_state": {
+      "direction": 1,
+      "position": "0,0"
+    }
+  }

resources/minefields/fourthmap.json

@@ -48,7 +48,7 @@
       "terrain": "MUD",
       "mine": {
         "mine_type": "time",
-        "timer": 320
+        "timer": 120
       }
     },
     "1,0": {
@@ -154,7 +154,7 @@
       "terrain": "GRASS",
       "mine": {
         "mine_type": "time",
-        "timer": 40
+        "timer": 30
       }
     },
     "3,2": {
@@ -363,7 +363,7 @@
       "terrain": "MUD",
       "mine": {
         "mine_type": "time",
-        "timer": 240
+        "timer": 140
       }
     },
     "7,7": {
@@ -386,7 +386,7 @@
       "terrain": "MUD",
       "mine": {
         "mine_type": "time",
-        "timer": 150
+        "timer": 60
       }
     },
     "8,2": {