More Updates

THREDgroup · Mar 13, 2018 · 43cdfbe · 43cdfbe
1 parent 154bf9e
commit 43cdfbe
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Showing 15 changed files with 450 additions and 9 deletions.
diff --git a/heuristic_bursts/agent.py b/heuristic_bursts/agent.py
@@ -37,10 +37,11 @@ def __init__(self, options):
         self.preferred_rule_tier = 'low'
         self.tiers = ['low', 'high']
         self.tier_weights = [1.0, 0.0]
+        self.tier_weight_change = [0.0, 0.0]
 
         # Initialize simulated annealing values for agent
         # self.TrikiParameter = 2.91*pow(10, -1)
-        self.TrikiParameter = 2.91 * pow(10, -3)
+        self.TrikiParameter = 3.00 * pow(10, -3)
         # self.initial_temperature = 1.65*pow(10, -2)
         self.initial_temperature = 0.006
         self.temperature = self.initial_temperature
@@ -91,6 +92,8 @@ def iterate(self):
                 self.past_candidates_results.append(self.candidate_solution_quality)
 
         self.iteration_count += 1
+        self.tier_weights = (self.tier_weights[0] + self.tier_weight_change[0],
+                             self.tier_weights[1] + self.tier_weight_change[1])
 
         # Tune approach based on evaluation and decision.
 
@@ -121,8 +124,8 @@ def evaluate(self):
         # If quality shows candidate is worse, probabilistically accept
         else:
             probability = numpy.exp((self.candidate_solution_quality - self.current_solution_quality)/self.temperature)
-            probability_num = int(probability*100000)
-            random_num = random.randint(1, 100000)
+            probability_num = int(probability*1000000)
+            random_num = random.randint(1, 1000000)
             if random_num <= probability_num:
                 self.current_solution = copy.deepcopy(self.candidate_solution)
                 self.current_results = self.candidate_results

diff --git a/heuristic_bursts/options.py b/heuristic_bursts/options.py
@@ -3,7 +3,7 @@ class Options(object):
     solution_class = ''
     number_of_agents = 3
     number_of_teams = 1
-    number_of_iterations = 75
+    number_of_iterations = 150
     learning_style = 'multinomial'
     interaction_period = 10
     interaction_style = 'scheduled'

diff --git a/heuristic_bursts/team.py b/heuristic_bursts/team.py
@@ -15,6 +15,7 @@ def __init__(self, options):
     def run(self):
         for i in range(1, self.options.number_of_iterations + 1):
             print("Iteration:", i)
+            print("")
             self.iterate()
             if self.options.is_scheduled() and i % self.options.interaction_period == 0:
                 print("")

diff --git a/tests/Final Simulations/Simulation_Start0Low_100High.py b/tests/Final Simulations/Simulation_Start0Low_100High.py
@@ -0,0 +1,31 @@
+import heuristic_bursts.agent
+import heuristic_bursts.team
+import heuristic_bursts.options
+
+options = heuristic_bursts.options.Options()
+
+for sim_num in range(0, 20):
+    # Instantiate team
+    team = heuristic_bursts.team.Team(options)
+
+    # Set team tier preferences
+    for agent in team.agent_list:
+        agent.tier_weights = [0.0, 1.0]
+    agent.tier_weight_change = [1/74., -1/74.]
+
+    # Run team for number of iterations listed in Options
+    team.run()
+
+    # Perform one last team interaction
+    team.interact()
+
+    # Take the solution of Agent 1 as the solution for the team
+    solution = team.agent_list[0].current_results
+    quality = team.agent_list[0].current_solution_quality
+    num_rules = len(team.agent_list[0].current_solution.applied_rules)
+    rules = team.agent_list[0].current_solution.applied_rules
+
+    # Save results to file
+    file = open("simulation_start0low_100high.txt", "a")
+    file.write(str(solution[0]) + ', ' + str(solution[1]) + ', ' + str(solution[2]) + ', ,,,' + str(quality) + ', ,,,' + str(num_rules) + ', ,,,'+str(rules) + '\n')
+    file.close()
diff --git a/tests/Final Simulations/Simulation_Start100Low_0High.py b/tests/Final Simulations/Simulation_Start100Low_0High.py
@@ -0,0 +1,31 @@
+import heuristic_bursts.agent
+import heuristic_bursts.team
+import heuristic_bursts.options
+
+options = heuristic_bursts.options.Options()
+
+for sim_num in range(0, 20):
+    # Instantiate team
+    team = heuristic_bursts.team.Team(options)
+
+    # Set team tier preferences
+    for agent in team.agent_list:
+        agent.tier_weights = [1.0, 0.0]
+        agent.tier_weight_change = [-1/74., 1/74.]
+
+    # Run team for number of iterations listed in Options
+    team.run()
+
+    # Perform one last team interaction
+    team.interact()
+
+    # Take the solution of Agent 1 as the solution for the team
+    solution = team.agent_list[0].current_results
+    quality = team.agent_list[0].current_solution_quality
+    num_rules = len(team.agent_list[0].current_solution.applied_rules)
+    rules = team.agent_list[0].current_solution.applied_rules
+
+    # Save results to file
+    file = open("simulation_start100low_0high.txt", "a")
+    file.write(str(solution[0]) + ', ' + str(solution[1]) + ', ' + str(solution[2]) + ', ,,,' + str(quality) + ', ,,,' + str(num_rules) + ', ,,,'+str(rules) + '\n')
+    file.close()
diff --git a/tests/Final Simulations/Simulation_Start25Low_75High.py b/tests/Final Simulations/Simulation_Start25Low_75High.py
@@ -0,0 +1,31 @@
+import heuristic_bursts.agent
+import heuristic_bursts.team
+import heuristic_bursts.options
+
+options = heuristic_bursts.options.Options()
+
+for sim_num in range(0, 20):
+    # Instantiate team
+    team = heuristic_bursts.team.Team(options)
+
+    # Set team tier preferences
+    for agent in team.agent_list:
+        agent.tier_weights = [0.25, 0.75]
+        agent.tier_weight_change = [.5/74., -.5/74.]
+
+    # Run team for number of iterations listed in Options
+    team.run()
+
+    # Perform one last team interaction
+    team.interact()
+
+    # Take the solution of Agent 1 as the solution for the team
+    solution = team.agent_list[0].current_results
+    quality = team.agent_list[0].current_solution_quality
+    num_rules = len(team.agent_list[0].current_solution.applied_rules)
+    rules = team.agent_list[0].current_solution.applied_rules
+
+    # Save results to file
+    file = open("simulation_start25low_75high.txt", "a")
+    file.write(str(solution[0]) + ', ' + str(solution[1]) + ', ' + str(solution[2]) + ', ,,,' + str(quality) + ', ,,,' + str(num_rules) + ', ,,,'+str(rules) + '\n')
+    file.close()
diff --git a/tests/Final Simulations/Simulation_Start75Low_75High.py b/tests/Final Simulations/Simulation_Start75Low_75High.py
@@ -0,0 +1,33 @@
+import heuristic_bursts.agent
+import heuristic_bursts.team
+import heuristic_bursts.options
+
+options = heuristic_bursts.options.Options()
+
+for sim_num in range(0, 20):
+    # Instantiate team
+    team = heuristic_bursts.team.Team(options)
+
+    # Set team tier preferences
+    for agent in team.agent_list:
+        agent.tier_weights = [0.75, 0.25]
+        agent.tier_weight_change = [-.5 / 74., .5 / 74.]
+
+    # Run team for number of iterations listed in Options
+    team.run()
+
+    # Perform one last team interaction
+    team.interact()
+
+    # Take the solution of Agent 1 as the solution for the team
+    solution = team.agent_list[0].current_results
+    quality = team.agent_list[0].current_solution_quality
+    num_rules = len(team.agent_list[0].current_solution.applied_rules)
+    rules = team.agent_list[0].current_solution.applied_rules
+
+    # Save results to file
+    file = open("simulation_start75low_25high.txt", "a")
+    file.write(
+        str(solution[0]) + ', ' + str(solution[1]) + ', ' + str(solution[2]) + ', ,,,' + str(quality) + ', ,,,' + str(
+            num_rules) + ', ,,,' + str(rules) + '\n')
+    file.close()
diff --git a/tests/Final Simulations/simulation_50low_50high.txt b/tests/Final Simulations/simulation_50low_50high.txt
@@ -1,3 +1,63 @@
 11598.7600771, 1429714.04363, 5, ,,,123.264386377, ,,,14, ,,,['H6', 'L3', 'L8', 'H4', 'H6', 'L4', 'H6', 'H6', 'H6', 'L9', 'L8', 'L5', 'L8', 'L8']
 10210.3897525, 2412217.44794, 5, ,,,236.251260375, ,,,14, ,,,['H3', 'H6', 'H6', 'H6', 'H4', 'L8', 'H6', 'L6', 'H6', 'L9', 'L7', 'L9', 'L9', 'L8']
 77073.7397681, 1339695.74357, 5, ,,,17.381999986, ,,,4, ,,,['H3', 'L8', 'L7', 'H6']
+12029.9373856, 2138115.51894, 3, ,,,177.732888411, ,,,13, ,,,['H3', 'L7', 'H4', 'H6', 'L9', 'L3', 'L6', 'H6', 'H6', 'L9', 'L9', 'H4', 'L9']
+11623.8928183, 591510.398817, 5, ,,,50.887461547, ,,,9, ,,,['H6', 'L6', 'H4', 'H3', 'L4', 'L9', 'H4', 'L5', 'L8']
+34174.6637648, 1914152.36865, 7, ,,,56.0108617842, ,,,17, ,,,['L7', 'L2', 'H4', 'L2', 'H4', 'H3', 'H6', 'L3', 'H6', 'H6', 'H6', 'H6', 'H6', 'L5', 'L9', 'L5', 'L9']
+77073.7397681, 1712808.66519, 5, ,,,22.2229863289, ,,,6, ,,,['H3', 'L9', 'L8', 'L9', 'L8', 'L8']
+19260.1180991, 2408782.25524, 9, ,,,125.065809195, ,,,16, ,,,['H4', 'L7', 'L2', 'L9', 'H6', 'L4', 'H6', 'H6', 'L6', 'L6', 'H6', 'L9', 'H6', 'L9', 'H6', 'L9']
+14886.038854, 709247.634696, 9, ,,,47.645155414, ,,,10, ,,,['L3', 'L9', 'L7', 'L8', 'L8', 'L5', 'H2', 'L5', 'H6', 'L6']
+8448.78984305, 1688494.45047, 5, ,,,199.850449808, ,,,14, ,,,['H3', 'H6', 'L9', 'L8', 'L8', 'H6', 'H4', 'H6', 'H4', 'L7', 'H6', 'H6', 'H6', 'L6']
+673330.415745, 39038515.6926, 21, ,,,57.9782448256, ,,,11, ,,,['L1', 'H4', 'H5', 'H6', 'L4', 'H6', 'L4', 'L4', 'H6', 'H2', 'L6']
+17770.4565441, 653473.990271, 3, ,,,36.7730558102, ,,,18, ,,,['L6', 'L5', 'H3', 'L9', 'L6', 'L6', 'L5', 'L7', 'H6', 'H4', 'L3', 'L9', 'H6', 'H6', 'L6', 'H6', 'L8', 'H6']
+12910.1561666, 920214.895493, 7, ,,,71.2783705805, ,,,14, ,,,['H6', 'L7', 'L6', 'H4', 'L6', 'L9', 'L9', 'H6', 'L4', 'H6', 'L9', 'H6', 'L7', 'H6']
+18811.6222374, 3316795.36218, 7, ,,,176.316285768, ,,,11, ,,,['L2', 'H6', 'H4', 'H4', 'L6', 'H4', 'L4', 'H3', 'H6', 'L9', 'L9']
+73504.8905136, 511775.919962, 5, ,,,6.96247442022, ,,,7, ,,,['H3', 'L5', 'H6', 'L6', 'L9', 'L9', 'L9']
+14207.6852243, 112915429.499, 5, ,,,7947.48952531, ,,,12, ,,,['L4', 'L6', 'H4', 'L2', 'H3', 'H6', 'L7', 'H6', 'L8', 'L8', 'H6', 'H3']
+7631.97575312, 866202.796336, 3, ,,,113.496534103, ,,,12, ,,,['H3', 'L9', 'L5', 'H6', 'H6', 'L8', 'L3', 'L9', 'L8', 'H6', 'L6', 'L7']
+77073.7397681, 2080846.3213, 5, ,,,26.9981231943, ,,,10, ,,,['L9', 'H3', 'L8', 'L9', 'H6', 'L5', 'L8', 'H6', 'L9', 'L9']
+14551.4382924, 672540.126532, 5, ,,,46.2181203684, ,,,15, ,,,['H3', 'H6', 'L9', 'L6', 'H6', 'L9', 'H4', 'H6', 'H5', 'L3', 'H6', 'L8', 'H4', 'H6', 'H6']
+28115.1598545, 1045300.55172, 19, ,,,37.1792498115, ,,,17, ,,,['L6', 'H5', 'L8', 'L7', 'L4', 'L8', 'L4', 'H4', 'L8', 'H4', 'L6', 'L9', 'L4', 'L5', 'H5', 'H3', 'L8']
+459624.899645, 815571957.725, 11, ,,,1774.42944965, ,,,14, ,,,['L1', 'H3', 'L1', 'H2', 'H4', 'H6', 'L3', 'H6', 'L5', 'L8', 'H6', 'L2', 'L3', 'L9']
+57537.6681916, 328453.753109, 5, ,,,5.70849955225, ,,,10, ,,,['H3', 'L8', 'H6', 'H4', 'L8', 'L6', 'H6', 'H4', 'H4', 'H6']
+79620.5242126, 1227019.27859, 5, ,,,15.4108414975, ,,,10, ,,,['H3', 'L4', 'L7', 'L4', 'L9', 'L5', 'L6', 'L8', 'L6', 'L4']
+7221.88146346, 1983764.69668, 3, ,,,274.688072176, ,,,19, ,,,['H4', 'L3', 'L7', 'L7', 'H6', 'L6', 'L9', 'L9', 'L9', 'L9', 'L8', 'H6', 'L3', 'H6', 'L8', 'H6', 'H6', 'H6', 'H6']
+188663.211355, 13148239396.7, 19, ,,,69691.5911814, ,,,20, ,,,['H3', 'H2', 'H6', 'L2', 'L4', 'H6', 'L2', 'H4', 'H3', 'L8', 'L8', 'L9', 'H4', 'L6', 'H2', 'H5', 'H4', 'H4', 'L9', 'L7']
+17437.9051388, 2835254.73466, 11, ,,,162.591475989, ,,,17, ,,,['L5', 'H6', 'L4', 'H2', 'L9', 'H6', 'L5', 'L5', 'H3', 'L2', 'H6', 'H6', 'L6', 'H3', 'H6', 'L9', 'H6']
+78129.528528, 1078831.11422, 7, ,,,13.8082378653, ,,,10, ,,,['L8', 'L6', 'L3', 'H6', 'H6', 'L7', 'L9', 'L9', 'L2', 'L6']
+224946.947743, 941788.589273, 19, ,,,4.18671423962, ,,,12, ,,,['L7', 'L9', 'H2', 'H2', 'L2', 'H6', 'L6', 'L9', 'H4', 'H5', 'L8', 'H6']
+18958.4644669, 2179833.87729, 5, ,,,114.979453167, ,,,13, ,,,['H3', 'L1', 'H4', 'L6', 'H3', 'L9', 'L4', 'L8', 'L5', 'H6', 'H6', 'H6', 'L9']
+20253.3074838, 1733838.95999, 9, ,,,85.6076945152, ,,,17, ,,,['L5', 'H2', 'H4', 'H3', 'H6', 'L5', 'L4', 'L9', 'L8', 'H4', 'H4', 'H6', 'H5', 'L6', 'L6', 'H6', 'H6']
+19958.2532905, 3952983.01385, 7, ,,,198.062573728, ,,,15, ,,,['H4', 'H3', 'H6', 'H6', 'L5', 'L9', 'L2', 'H6', 'L8', 'L6', 'L6', 'L8', 'H6', 'H6', 'H6']
+142640.872844, 36416.1138456, 17, ,,,0.255299291989, ,,,19, ,,,['H6', 'H3', 'H6', 'L5', 'L7', 'L9', 'L9', 'L6', 'L4', 'L5', 'H5', 'L6', 'L4', 'L6', 'H5', 'H2', 'L9', 'H3', 'L2']
+119784.990419, 3935664.81565, 7, ,,,32.8560765577, ,,,16, ,,,['L5', 'L6', 'L6', 'L8', 'L8', 'L8', 'H4', 'L2', 'H6', 'L5', 'L4', 'L3', 'L9', 'L6', 'L9', 'H6']
+90265.1449016, 1870533.71183, 7, ,,,20.7226578306, ,,,16, ,,,['H3', 'L2', 'L6', 'L9', 'L4', 'H6', 'H6', 'H4', 'L8', 'L9', 'L3', 'L9', 'L9', 'H6', 'L5', 'L1']
+24063.091762, 2751244.10592, 5, ,,,114.334605591, ,,,15, ,,,['L6', 'L9', 'L4', 'L3', 'H4', 'L7', 'H6', 'H5', 'H3', 'L4', 'L8', 'L9', 'H3', 'L8', 'H6']
+755888.383543, 26193900611.2, 27, ,,,34653.1328983, ,,,14, ,,,['H3', 'L2', 'L9', 'L8', 'L9', 'H6', 'L4', 'L9', 'H5', 'H2', 'H5', 'H3', 'H3', 'H5']
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+45500.1304137, 5088476.43714, 13, ,,,111.834326427, ,,,18, ,,,['L2', 'L1', 'L7', 'H4', 'L9', 'H2', 'L9', 'L4', 'H6', 'L9', 'L6', 'H4', 'L8', 'H6', 'L8', 'L6', 'H6', 'L6']
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+124082.855045, 127580050.79, 25, ,,,1028.1843591, ,,,16, ,,,['L5', 'L4', 'H6', 'H4', 'L7', 'H5', 'L6', 'L8', 'H4', 'H6', 'L4', 'H6', 'H6', 'H6', 'L9', 'H5']
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+93862.4109089, 767002.357753, 5, ,,,8.17156037572, ,,,8, ,,,['L6', 'H3', 'L8', 'L5', 'H4', 'H6', 'L9', 'L9']
+448362.926176, 1643791.32736, 21, ,,,3.66620706441, ,,,18, ,,,['L5', 'L6', 'H6', 'L3', 'H6', 'L9', 'H6', 'H5', 'L4', 'L7', 'H3', 'H5', 'L8', 'L7', 'H6', 'H2', 'L8', 'H5']
+92991.1425463, 1902598.10779, 5, ,,,20.4599928089, ,,,12, ,,,['H3', 'L6', 'L4', 'L8', 'H6', 'L9', 'H6', 'H6', 'H6', 'H6', 'L5', 'L5']
+8658.22935329, 2005469.45197, 5, ,,,231.62581749, ,,,13, ,,,['H2', 'L8', 'L4', 'H4', 'H6', 'H6', 'L9', 'H3', 'L4', 'H4', 'H6', 'L5', 'L6']
+7915.13797096, 1854847.07418, 3, ,,,234.341723542, ,,,16, ,,,['H5', 'L2', 'H3', 'H3', 'H3', 'H6', 'L9', 'H6', 'L6', 'L5', 'L5', 'L9', 'H4', 'H6', 'H6', 'L8']
+9069.35911189, 2082159.91015, 5, ,,,229.581813275, ,,,13, ,,,['L9', 'L7', 'L8', 'L9', 'L3', 'L7', 'H4', 'L9', 'H4', 'H6', 'L4', 'H6', 'H6']
+104886.020769, 1272687.02765, 19, ,,,12.1340004923, ,,,18, ,,,['L1', 'L9', 'H5', 'L5', 'H4', 'L6', 'L4', 'L9', 'H6', 'L4', 'L9', 'L4', 'L2', 'H6', 'H2', 'L4', 'H3', 'L5']
diff --git a/tests/Final Simulations/simulation_only_hightier.txt b/tests/Final Simulations/simulation_only_hightier.txt
@@ -53,3 +53,12 @@
 11614.5080642, 1133334.54227, 5, ,,,97.5792117926, ,,,16, ,,,['H2', 'H3', 'H3', 'H6', 'H4', 'H6', 'H4', 'H6', 'H6', 'H6', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6']
 9078.88567746, 1711527.42595, 5, ,,,188.517345273, ,,,11, ,,,['H3', 'H6', 'H6', 'H6', 'H6', 'H4', 'H6', 'H4', 'H6', 'H6', 'H6']
 19670.3141763, 348175.663999, 13, ,,,17.7005644586, ,,,13, ,,,['H6', 'H6', 'H3', 'H4', 'H6', 'H6', 'H4', 'H6', 'H4', 'H6', 'H6', 'H6', 'H5']
+
+## These next tests are running 150 iterations
+7279.49601949, 384086.422362, 3, ,,,52.7627766172, ,,,31, ,,,['H5', 'H6', 'H3', 'H4', 'H3', 'H6', 'H3', 'H6', 'H6', 'H6', 'H6', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H4', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6']
+22778.2805802, 9385277.1278, 7, ,,,412.027461632, ,,,22, ,,,['H2', 'H5', 'H4', 'H3', 'H6', 'H2', 'H6', 'H3', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H2', 'H6', 'H6']
+8329.02554606, 1278083.47704, 5, ,,,153.449340499, ,,,21, ,,,['H6', 'H3', 'H6', 'H6', 'H6', 'H4', 'H6', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6']
+9123.90595682, 1748514.37251, 5, ,,,191.64099025, ,,,15, ,,,['H3', 'H6', 'H4', 'H6', 'H4', 'H4', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H6', 'H4']
+10892.6339305, 1174552.4037, 5, ,,,107.829971263, ,,,23, ,,,['H2', 'H6', 'H3', 'H4', 'H2', 'H4', 'H6', 'H6', 'H6', 'H4', 'H6', 'H4', 'H6', 'H6', 'H6', 'H4', 'H6', 'H3', 'H6', 'H6', 'H6', 'H6', 'H6']
+22338.4651424, 1872127.33247, 15, ,,,83.8073395167, ,,,23, ,,,['H2', 'H4', 'H6', 'H6', 'H6', 'H6', 'H2', 'H6', 'H6', 'H6', 'H2', 'H2', 'H3', 'H5', 'H3', 'H6', 'H4', 'H6', 'H6', 'H6', 'H6', 'H4', 'H6']
+78571.3922781, 31405549.3764, 35, ,,,399.707176694, ,,,25, ,,,['H5', 'H2', 'H6', 'H5', 'H6', 'H6', 'H6', 'H2', 'H5', 'H3', 'H2', 'H2', 'H6', 'H2', 'H3', 'H6', 'H6', 'H4', 'H4', 'H6', 'H5', 'H5', 'H6', 'H6', 'H2']