Multi modal optimization implemented

.gitignore

@@ -94,3 +94,11 @@ ENV/
 .ropeproject
 
 *.png
+
+EA/results/03041650/0/
+
+EA/results/03041656/0/
+
+EA/results/03041656/1/
+
+EA/results/03041708/0/

EA/fitness.py

@@ -16,15 +16,16 @@ def evaluate_deck_by_wins(individual):
     decklist = genome_to_decklist(individual)
     filename = "candidate.dck"
     write_decklist(ct.CARD_DIRECTORY + filename, decklist)
-    wins = 0
-    for opponent in ct.OPPONENTS:
+    wins = [0]*len(ct.OPPONENTS)
+    for counter, opponent in enumerate(ct.OPPONENTS):
         cmd = build_cmd(filename, opponent, ct.MATCHES_PER_OPPONENT)
         p = subprocess.Popen(cmd, cwd=ct.FORGE_PATH, stdout=subprocess.PIPE)
         for line in p.stdout:
             line = line.decode("utf-8").strip()
             if 'Match result' in line:
                 result = line.split(' ')
-        wins += int(result[3])
+        wins[counter] += int(result[3])
         p.wait()
-    fitness = (wins / float(number_of_matches)) * 100
-    return fitness,  # MUST BE TUPLE!
+    for i in range(len(ct.OPPONENTS)):
+        wins[i] = (wins[i] / float(number_of_matches)) * 100
+    return tuple(wins)  # MUST BE TUPLE!

EA/results/03041656/03041656.txt

@@ -0,0 +1,58 @@
+Experiment log:
+Mutation rate: 0.2
+Crossover rate: 0.7
+Number of generations: 2
+Number of matches pr opponent: 2
+Number of opponents: 6
+Opponents: ['GB-sealed-opponent.dck', 'UWg-sealed-opponent.dck', 'RG-sealed-opponent1.dck', 'BGw-sealed-opponent.dck', 'UR-sealed-opponent.dck', 'RW-sealed-opponent.dck']
+Total number of matches: 240
+Time to complete: 462.15056562423706
+Avg time per match: 1.9256273567676545
+Strongest overall individual: 16.666666666666664
+Topscore for each generation:
+8.333333333333332, 16.666666666666664, 
+Median score for each generation:
+0.0, 0.0, 
+Worst score for each generation: 
+0.0, 0.0, 
+Overall best deck: 
+Alley Evasion
+Dawnfeather Eagle
+Revoke Privileges
+Aether Swooper
+Dispersal Technician
+Take into Custody
+Vedalken Blademaster
+Vengeful Rebel
+Fen Hauler
+Chandra, Torch of Defiance
+Freejam Regent
+Kari Zev, Skyship Raider
+Aethertorch Renegade
+Hijack
+Commencement of Festivities
+Druid of the Cowl
+Wily Bandar
+Daredevil Dragster
+Foundry Assembler
+Renegade Freighter
+Verdant Automaton
+Plains
+Mountain
+Swamp
+Mountain
+Forest
+Forest
+Forest
+Island
+Plains
+Island
+Mountain
+Plains
+Mountain
+Island
+Swamp
+Forest
+Island
+Plains
+Swamp

EA/results/03041708/03041708.txt

@@ -0,0 +1,58 @@
+Experiment log:
+Mutation rate: 0.2
+Crossover rate: 0.7
+Number of generations: 2
+Number of matches pr opponent: 2
+Number of opponents: 6
+Opponents: ['GB-sealed-opponent.dck', 'UWg-sealed-opponent.dck', 'RG-sealed-opponent1.dck', 'BGw-sealed-opponent.dck', 'UR-sealed-opponent.dck', 'RW-sealed-opponent.dck']
+Total number of matches: 240
+Time to complete: 445.8772974014282
+Avg time per match: 1.8578220725059509
+Strongest overall individual: 50.0
+Topscore for each generation:
+50.0, 50.0, 
+Median score for each generation:
+0.0, 0.0, 
+Worst score for each generation: 
+0.0, 0.0, 
+Overall best deck: 
+Deft Dismissal
+Audacious Infiltrator
+Efficient Construction
+Bastion Inventor
+Failed Inspection
+Take into Custody
+Vedalken Blademaster
+Vengeful Rebel
+Cruel Finality
+Fortuitous Find
+Renegade's Getaway
+Kari Zev's Expertise
+scrapper champion
+Embraal Gear-Smasher
+Wrangle
+Elegant Edgecrafters
+Druid of the Cowl
+Unlicensed Disintegration
+Filigree Familiar
+Implement of Combustion
+Plains
+Plains
+Plains
+Island
+Forest
+Mountain
+Island
+Plains
+Island
+Swamp
+Island
+Island
+Forest
+Plains
+Plains
+Island
+Forest
+Plains
+Swamp
+Plains

EA/results/03041708/1/0.dck

@@ -0,0 +1,43 @@
+[metadata]
+Name=candidate
+[Main]
+Deft Dismissal
+Audacious Infiltrator
+Efficient Construction
+Bastion Inventor
+Failed Inspection
+Take into Custody
+Vedalken Blademaster
+Vengeful Rebel
+Cruel Finality
+Fortuitous Find
+Renegade's Getaway
+Kari Zev's Expertise
+scrapper champion
+Embraal Gear-Smasher
+Wrangle
+Elegant Edgecrafters
+Druid of the Cowl
+Unlicensed Disintegration
+Filigree Familiar
+Implement of Combustion
+Plains
+Plains
+Plains
+Island
+Forest
+Mountain
+Island
+Plains
+Island
+Swamp
+Island
+Island
+Forest
+Plains
+Plains
+Island
+Forest
+Plains
+Swamp
+Plains

EA/results/03041708/1/1.dck

@@ -0,0 +1,43 @@
+[metadata]
+Name=candidate
+[Main]
+Deft Dismissal
+Audacious Infiltrator
+Efficient Construction
+Bastion Inventor
+Failed Inspection
+Take into Custody
+Vedalken Blademaster
+Vengeful Rebel
+Cruel Finality
+Fortuitous Find
+Renegade's Getaway
+Kari Zev's Expertise
+scrapper champion
+Embraal Gear-Smasher
+Wrangle
+Elegant Edgecrafters
+Druid of the Cowl
+Unlicensed Disintegration
+Filigree Familiar
+Implement of Combustion
+Plains
+Plains
+Plains
+Island
+Forest
+Mountain
+Island
+Plains
+Island
+Swamp
+Island
+Island
+Forest
+Plains
+Plains
+Island
+Forest
+Plains
+Swamp
+Plains

EA/results/03041708/1/2.dck

@@ -0,0 +1,43 @@
+[metadata]
+Name=candidate
+[Main]
+Deft Dismissal
+Audacious Infiltrator
+Aether Theorist
+Dispersal Technician
+Dispersal Technician
+Negate
+Lost Legacy
+Ovalchase Daredevil
+Cruel Finality
+Fen Hauler
+Maulfist Squad
+Resourceful Return
+Chandra, Torch of Defiance
+Aethertorch Renegade
+Embraal Gear-Smasher
+Hijack
+Wrangle
+Elegant Edgecrafters
+Druid of the Cowl
+Silkweaver Elite
+Foundry Assembler
+Reservoir Walker
+Mountain
+Mountain
+Island
+Swamp
+Forest
+Mountain
+Mountain
+Swamp
+Mountain
+Island
+Forest
+Island
+Plains
+Swamp
+Island
+Mountain
+Island
+Mountain

EA/results/03041708/1/3.dck

@@ -0,0 +1,43 @@
+[metadata]
+Name=candidate
+[Main]
+Vengeful Rebel
+Swamp
+Efficient Construction
+Forest
+Plains
+Swamp
+Swamp
+Plains
+Workshop Assistant
+Filigree Familiar
+Countless Gears Renegade
+Forest
+Silkweaver Elite
+Embraal Gear-Smasher
+Plains
+Forest
+Mountain
+Foundry Assembler
+Island
+Mountain
+Unlicensed Disintegration
+Island
+Druid of the Cowl
+Plains
+Plains
+Swamp
+Ovalchase Daredevil
+Swamp
+Aether Theorist
+Island
+Forest
+Lost Legacy
+Wily Bandar
+Mountain
+Consulate Turret
+Audacious Infiltrator
+Island
+Plains
+Chandra, Torch of Defiance
+Plains

EA/results/03041708/1/4.dck

@@ -0,0 +1,43 @@
+[metadata]
+Name=candidate
+[Main]
+Vengeful Rebel
+Swamp
+Efficient Construction
+Forest
+Plains
+Swamp
+Swamp
+Plains
+Workshop Assistant
+Filigree Familiar
+Countless Gears Renegade
+Forest
+Silkweaver Elite
+Embraal Gear-Smasher
+Plains
+Forest
+Mountain
+Foundry Assembler
+Island
+Mountain
+Unlicensed Disintegration
+Island
+Druid of the Cowl
+Plains
+Plains
+Swamp
+Ovalchase Daredevil
+Swamp
+Aether Theorist
+Island
+Forest
+Lost Legacy
+Wily Bandar
+Mountain
+Consulate Turret
+Audacious Infiltrator
+Island
+Plains
+Chandra, Torch of Defiance
+Plains