Repo: ml-agents
Filename: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/projects/ml-agents/ml-agents/mlagents/trainers/tests/test_simple_rl.py
ClassName: none
Testname: test_visual_ppo
Params: learning_rate,187,76,ParamType.LR,0.0003
max_steps,54,14,ParamType.ITER,3000
batch_size,49,19,ParamType.CHAINS,16
Assertion: assert all(reward > success_threshold for reward in processed_rewards)
Original runtime: 43.964
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_0.0003_3000_16
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Timings: Avg: 43.067, Max: 43.93, Min: 42.49
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 43.067, Max: 43.93, Min: 42.49
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 43.067
Score: 43.067
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
>>Setting original runtime to 43.067
Optimization Iteration: 1
Running with params: {'batch_size': 128, 'learning_rate': 0.03402338782514517, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.03402338782514517_300
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Timings: Avg: 14.326666666666666, Max: 14.540000000000001, Min: 14.11
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 2
Running with params: {'batch_size': 256, 'learning_rate': 0.00021724648801301348, 'max_steps': 2100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.00021724648801301348_2100
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Timings: Avg: 23.695666666666668, Max: 23.91, Min: 23.43
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 3
Running with params: {'batch_size': 2, 'learning_rate': 1.4969161082707447e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_1.4969161082707447e-05_200
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Timings: Avg: 17.766000000000002, Max: 17.96, Min: 17.54
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 4
Running with params: {'batch_size': 32, 'learning_rate': 0.04118333857079646, 'max_steps': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.04118333857079646_1900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.794333333333338, Max: 32.22, Min: 31.25
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.794333333333338, Max: 32.22, Min: 31.25
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 5
Running with params: {'batch_size': 256, 'learning_rate': 0.0028116675051739494, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.0028116675051739494_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 13.203333333333331, Max: 13.33, Min: 13.04
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 6
Running with params: {'batch_size': 8, 'learning_rate': 0.0022553450393455483, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.0022553450393455483_100
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Timings: Avg: 15.291999999999998, Max: 15.45, Min: 15.11
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 7
Running with params: {'batch_size': 16, 'learning_rate': 0.04388060332227475, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.04388060332227475_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.325333333333337, Max: 22.51, Min: 21.96
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 22.325333333333337, Max: 22.51, Min: 21.96
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 8
Running with params: {'batch_size': 256, 'learning_rate': 2.4117904748259825e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_2.4117904748259825e-05_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 13.753333333333334, Max: 13.959999999999999, Min: 13.379999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 9
Running with params: {'batch_size': 64, 'learning_rate': 0.181537477266684, 'max_steps': 2000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.181537477266684_2000
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Timings: Avg: 31.788333333333338, Max: 32.23, Min: 31.35
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 10
Running with params: {'batch_size': 32, 'learning_rate': 6.953420977688552e-05, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_6.953420977688552e-05_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.492, Max: 16.61, Min: 16.28
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 11
Running with params: {'batch_size': 2, 'learning_rate': 0.03714451201047637, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_0.03714451201047637_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.92033333333333, Max: 18.17, Min: 17.6
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 43.067
Best-param: {'learning_rate': 0.0003, 'max_steps': 3000, 'batch_size': 16}
Optimization Iteration: 12
Running with params: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_7.549418515639219e-05_2600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.96900000000001, Max: 35.41, Min: 34.39
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.96900000000001, Max: 35.41, Min: 34.39
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.96900000000001
Score: 34.96900000000001
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 13
Running with params: {'batch_size': 2, 'learning_rate': 2.6730400034333848e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_2.6730400034333848e-05_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.69833333333333, Max: 17.86, Min: 17.49
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 14
Running with params: {'batch_size': 64, 'learning_rate': 0.020081539387818433, 'max_steps': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.020081539387818433_1900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.742, Max: 31.07, Min: 30.389999999999997
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 15
Running with params: {'batch_size': 64, 'learning_rate': 0.020462566412370077, 'max_steps': 2000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.020462566412370077_2000
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Timings: Avg: 31.890666666666668, Max: 32.34, Min: 31.37
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 16
Running with params: {'batch_size': 4, 'learning_rate': 0.00016859471944229656, 'max_steps': 2800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.00016859471944229656_2800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 55.134000000000015, Max: 55.97, Min: 54.55
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 55.134000000000015, Max: 55.97, Min: 54.55
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 55.134000000000015
Score: 55.134000000000015
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 17
Running with params: {'batch_size': 8, 'learning_rate': 0.006338715461212888, 'max_steps': 2000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.006338715461212888_2000
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Timings: Avg: 36.17133333333334, Max: 36.550000000000004, Min: 35.79
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.17133333333334, Max: 36.550000000000004, Min: 35.79
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 18
Running with params: {'batch_size': 32, 'learning_rate': 5.727423470098318e-05, 'max_steps': 1300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_5.727423470098318e-05_1300
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Timings: Avg: 23.930333333333337, Max: 24.240000000000002, Min: 23.6
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 19
Running with params: {'batch_size': 32, 'learning_rate': 0.0020347801740380673, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.0020347801740380673_100
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Timings: Avg: 14.993333333333334, Max: 15.17, Min: 14.6
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 20
Running with params: {'batch_size': 256, 'learning_rate': 0.7788135357659638, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.7788135357659638_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.309, Max: 15.6, Min: 14.95
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 34.96900000000001
Best-param: {'batch_size': 32, 'learning_rate': 7.549418515639219e-05, 'max_steps': 2600}
Optimization Iteration: 21
Running with params: {'batch_size': 4, 'learning_rate': 0.0004016419251450933, 'max_steps': 1200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0004016419251450933_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.866333333333337, Max: 31.13, Min: 30.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.866333333333337, Max: 31.13, Min: 30.54
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.866333333333337
Score: 30.866333333333337
Best-score: 30.866333333333337
Best-param: {'batch_size': 4, 'learning_rate': 0.0004016419251450933, 'max_steps': 1200}
Optimization Iteration: 22
Running with params: {'batch_size': 4, 'learning_rate': 0.0005376964505371341, 'max_steps': 1100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0005376964505371341_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.486333333333334, Max: 29.96, Min: 28.810000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.486333333333334, Max: 29.96, Min: 28.810000000000002
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
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Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.486333333333334
Score: 29.486333333333334
Best-score: 29.486333333333334
Best-param: {'batch_size': 4, 'learning_rate': 0.0005376964505371341, 'max_steps': 1100}
Optimization Iteration: 23
Running with params: {'batch_size': 4, 'learning_rate': 0.0006197836979544722, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0006197836979544722_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 27.82566666666667, Max: 28.13, Min: 27.53
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.82566666666667, Max: 28.13, Min: 27.53
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.82566666666667
Score: 27.82566666666667
Best-score: 27.82566666666667
Best-param: {'batch_size': 4, 'learning_rate': 0.0006197836979544722, 'max_steps': 1000}
Optimization Iteration: 24
Running with params: {'batch_size': 4, 'learning_rate': 0.0007498639977282723, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0007498639977282723_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.387999999999998, Max: 23.63, Min: 23.12
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.387999999999998, Max: 23.63, Min: 23.12
Variance (0.0) too small, using delta distribution
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Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.387999999999998
Score: 23.387999999999998
Best-score: 23.387999999999998
Best-param: {'batch_size': 4, 'learning_rate': 0.0007498639977282723, 'max_steps': 700}
Optimization Iteration: 25
Running with params: {'batch_size': 4, 'learning_rate': 0.0007251468851963534, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0007251468851963534_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.04033333333333, Max: 22.37, Min: 21.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 22.04033333333333, Max: 22.37, Min: 21.66
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 22.04033333333333
Score: 22.04033333333333
Best-score: 22.04033333333333
Best-param: {'batch_size': 4, 'learning_rate': 0.0007251468851963534, 'max_steps': 600}
Optimization Iteration: 26
Running with params: {'batch_size': 4, 'learning_rate': 0.0011609371571889258, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0011609371571889258_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.02766666666667, Max: 22.450000000000003, Min: 21.689999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 22.02766666666667, Max: 22.450000000000003, Min: 21.689999999999998
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 22.02766666666667
Score: 22.02766666666667
Best-score: 22.02766666666667
Best-param: {'batch_size': 4, 'learning_rate': 0.0011609371571889258, 'max_steps': 600}
Optimization Iteration: 27
Running with params: {'batch_size': 128, 'learning_rate': 0.005650350221250638, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.005650350221250638_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.25066666666667, Max: 16.45, Min: 16.01
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 22.02766666666667
Best-param: {'batch_size': 4, 'learning_rate': 0.0011609371571889258, 'max_steps': 600}
Optimization Iteration: 28
Running with params: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0014833425277311913_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.228, Max: 17.560000000000002, Min: 17.0
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.228, Max: 17.560000000000002, Min: 17.0
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.228
Score: 17.228
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 29
Running with params: {'batch_size': 16, 'learning_rate': 0.007841243470289909, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.007841243470289909_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.490666666666666, Max: 17.700000000000003, Min: 17.3
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 30
Running with params: {'batch_size': 16, 'learning_rate': 0.001193087913062213, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.001193087913062213_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.73, Max: 17.14, Min: 16.38
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 31
Running with params: {'batch_size': 16, 'learning_rate': 0.08592224518931631, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.08592224518931631_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.140333333333334, Max: 18.43, Min: 17.819999999999997
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 32
Running with params: {'batch_size': 128, 'learning_rate': 0.00020100320906130651, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.00020100320906130651_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.838333333333333, Max: 15.0, Min: 14.67
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 33
Running with params: {'batch_size': 16, 'learning_rate': 0.011441909810796435, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.011441909810796435_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.633666666666674, Max: 21.85, Min: 21.240000000000002
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 34
Running with params: {'batch_size': 8, 'learning_rate': 0.49836128571898947, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.49836128571898947_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.652333333333335, Max: 17.87, Min: 17.41
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 35
Running with params: {'batch_size': 16, 'learning_rate': 0.0013079883315418404, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0013079883315418404_600
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Timings: Avg: 18.957666666666668, Max: 19.2, Min: 18.64
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.957666666666668, Max: 19.2, Min: 18.64
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.957666666666668
Score: 18.957666666666668
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 36
Running with params: {'batch_size': 16, 'learning_rate': 0.0034881140577600945, 'max_steps': 1500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0034881140577600945_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 27.487333333333336, Max: 27.779999999999998, Min: 27.07
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.487333333333336, Max: 27.779999999999998, Min: 27.07
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 27.487333333333336
Score: 27.487333333333336
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 37
Running with params: {'batch_size': 16, 'learning_rate': 0.0014166256744106679, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0014166256744106679_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.011000000000003, Max: 22.349999999999998, Min: 21.74
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 22.011000000000003, Max: 22.349999999999998, Min: 21.74
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 22.011000000000003
Score: 22.011000000000003
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 38
Running with params: {'batch_size': 16, 'learning_rate': 0.0003078474555796823, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0003078474555796823_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.839666666666668, Max: 15.979999999999999, Min: 15.54
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 39
Running with params: {'batch_size': 16, 'learning_rate': 0.00011098837361770301, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.00011098837361770301_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.718666666666667, Max: 16.880000000000003, Min: 16.47
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.718666666666667, Max: 16.880000000000003, Min: 16.47
Variance (0.0) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 40
Running with params: {'batch_size': 128, 'learning_rate': 0.0039630501333022495, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.0039630501333022495_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 13.236999999999998, Max: 13.49, Min: 12.91
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 41
Running with params: {'batch_size': 256, 'learning_rate': 1.1946489988352825e-05, 'max_steps': 1600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_1.1946489988352825e-05_1600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.07966666666667, Max: 21.43, Min: 20.7
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 42
Running with params: {'batch_size': 2, 'learning_rate': 0.15929671259233583, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_0.15929671259233583_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.019666666666666, Max: 16.37, Min: 15.76
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 43
Running with params: {'batch_size': 16, 'learning_rate': 3.243190746648434e-05, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_3.243190746648434e-05_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 20.157666666666664, Max: 20.37, Min: 19.810000000000002
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 44
Running with params: {'batch_size': 8, 'learning_rate': 0.013616194209922996, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.013616194209922996_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.216666666666665, Max: 16.57, Min: 15.969999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.216666666666665, Max: 16.57, Min: 15.969999999999999
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 45
Running with params: {'batch_size': 64, 'learning_rate': 0.09113721588744227, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.09113721588744227_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.596666666666668, Max: 17.87, Min: 17.3
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.596666666666668, Max: 17.87, Min: 17.3
Variance (0.0) too small, using delta distribution
Variance (6.933347799794049e-33) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 46
Running with params: {'batch_size': 2, 'learning_rate': 0.00012362721173425135, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_0.00012362721173425135_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.896333333333335, Max: 24.419999999999998, Min: 23.54
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 17.228
Best-param: {'batch_size': 16, 'learning_rate': 0.0014833425277311913, 'max_steps': 400}
Optimization Iteration: 47
Running with params: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0003314611102736501_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.309, Max: 16.44, Min: 16.099999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.309, Max: 16.44, Min: 16.099999999999998
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.309
Score: 16.309
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 48
Running with params: {'batch_size': 16, 'learning_rate': 3.312378943460117e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_3.312378943460117e-05_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.108333333333333, Max: 15.270000000000001, Min: 14.879999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 49
Running with params: {'batch_size': 256, 'learning_rate': 0.0002650081307414727, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.0002650081307414727_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 13.783333333333331, Max: 14.040000000000001, Min: 13.549999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 50
Running with params: {'batch_size': 64, 'learning_rate': 5.64860654307901e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_5.64860654307901e-05_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.719333333333335, Max: 16.02, Min: 15.44
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Upto iteration 50: {'batch_size': 3, 'learning_rate': 0.0003314611102736501, 'max_steps': 300.0}
Optimization Iteration: 51
Running with params: {'batch_size': 8, 'learning_rate': 1.8778436822079626e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_1.8778436822079626e-05_100
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Timings: Avg: 15.252, Max: 15.5, Min: 14.969999999999999
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 52
Running with params: {'batch_size': 32, 'learning_rate': 0.002321427980084561, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.002321427980084561_300
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Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 53
Running with params: {'batch_size': 128, 'learning_rate': 1.0840333095357347e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_1.0840333095357347e-05_200
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 54
Running with params: {'batch_size': 16, 'learning_rate': 4.4026915055626305e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_4.4026915055626305e-05_100
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 55
Running with params: {'batch_size': 2, 'learning_rate': 0.00010790403383765906, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_0.00010790403383765906_200
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 56
Running with params: {'batch_size': 256, 'learning_rate': 0.02514429230714158, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.02514429230714158_300
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 57
Running with params: {'batch_size': 32, 'learning_rate': 0.0003756340201041568, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.0003756340201041568_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 20.408333333333335, Max: 20.73, Min: 20.09
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 20.408333333333335, Max: 20.73, Min: 20.09
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 20.408333333333335
Score: 20.408333333333335
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 58
Running with params: {'batch_size': 16, 'learning_rate': 0.004755468283229079, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.004755468283229079_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.043666666666665, Max: 15.29, Min: 14.79
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Runtime: 10000.0
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 59
Running with params: {'batch_size': 64, 'learning_rate': 0.001969798357741933, 'max_steps': 2500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.001969798357741933_2500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.30866666666667, Max: 35.77, Min: 34.85
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.30866666666667, Max: 35.77, Min: 34.85
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.30866666666667
Score: 35.30866666666667
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 60
Running with params: {'batch_size': 16, 'learning_rate': 0.058322582520761244, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.058322582520761244_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.167666666666666, Max: 18.44, Min: 17.95
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 61
Running with params: {'batch_size': 8, 'learning_rate': 0.008941852282193933, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.008941852282193933_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.588, Max: 19.85, Min: 19.240000000000002
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 62
Running with params: {'batch_size': 128, 'learning_rate': 0.000997647281063805, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.000997647281063805_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.364999999999998, Max: 14.51, Min: 14.13
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 63
Running with params: {'batch_size': 2, 'learning_rate': 8.472287087594316e-05, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_8.472287087594316e-05_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 28.128333333333337, Max: 29.009999999999998, Min: 27.75
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 28.128333333333337, Max: 29.009999999999998, Min: 27.75
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.1093356479670479e-31) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 28.128333333333337
Score: 28.128333333333337
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 64
Running with params: {'batch_size': 32, 'learning_rate': 0.0001781861225372395, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.0001781861225372395_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.070333333333334, Max: 15.42, Min: 14.77
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 65
Running with params: {'batch_size': 16, 'learning_rate': 0.00040379537464111585, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.00040379537464111585_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.001, Max: 23.35, Min: 22.52
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.001, Max: 23.35, Min: 22.52
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.001
Score: 23.001
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 66
Running with params: {'batch_size': 16, 'learning_rate': 0.001605262208837104, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.001605262208837104_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.03166666666667, Max: 19.32, Min: 18.8
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 19.03166666666667, Max: 19.32, Min: 18.8
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 19.03166666666667
Score: 19.03166666666667
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 67
Running with params: {'batch_size': 16, 'learning_rate': 0.0008858508727304597, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0008858508727304597_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.607333333333333, Max: 17.849999999999998, Min: 17.34
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 68
Running with params: {'batch_size': 16, 'learning_rate': 0.003149520285063334, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.003149520285063334_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.021, Max: 19.2, Min: 18.74
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 19.021, Max: 19.2, Min: 18.74
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 19.021
Score: 19.021
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 69
Running with params: {'batch_size': 16, 'learning_rate': 0.0005228789455244261, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0005228789455244261_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.080666666666666, Max: 18.28, Min: 17.69
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.080666666666666, Max: 18.28, Min: 17.69
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.080666666666666
Score: 18.080666666666666
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 70
Running with params: {'batch_size': 16, 'learning_rate': 0.0005020094270966354, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0005020094270966354_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.06266666666667, Max: 18.38, Min: 17.82
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.06266666666667, Max: 18.38, Min: 17.82
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.06266666666667
Score: 18.06266666666667
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 71
Running with params: {'batch_size': 16, 'learning_rate': 0.00027009562035918853, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.00027009562035918853_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.720333333333333, Max: 16.95, Min: 16.43
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 72
Running with params: {'batch_size': 4, 'learning_rate': 0.00015847233953381268, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.00015847233953381268_200
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Timings: Avg: 16.654333333333337, Max: 16.84, Min: 16.4
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 73
Running with params: {'batch_size': 256, 'learning_rate': 0.0006114871117758544, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_0.0006114871117758544_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.853999999999997, Max: 15.08, Min: 14.46
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 74
Running with params: {'batch_size': 16, 'learning_rate': 0.016915315753203437, 'max_steps': 1300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.016915315753203437_1300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 27.05, Max: 27.32, Min: 26.729999999999997
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 75
Running with params: {'batch_size': 64, 'learning_rate': 0.0067190461472849995, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.0067190461472849995_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.19466666666667, Max: 21.37, Min: 20.85
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 76
Running with params: {'batch_size': 16, 'learning_rate': 0.0017003629099419891, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0017003629099419891_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.575333333333333, Max: 16.78, Min: 16.32
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 77
Running with params: {'batch_size': 128, 'learning_rate': 0.028552619751774286, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.028552619751774286_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.179666666666666, Max: 16.560000000000002, Min: 15.93
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 78
Running with params: {'batch_size': 16, 'learning_rate': 0.0004294580368665952, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0004294580368665952_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 20.111333333333334, Max: 20.349999999999998, Min: 19.79
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 20.111333333333334, Max: 20.349999999999998, Min: 19.79
Variance (0.0) too small, using delta distribution
Variance (1.9721522630525295e-31) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 20.111333333333334
Score: 20.111333333333334
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 79
Running with params: {'batch_size': 8, 'learning_rate': 0.0027793958293715957, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.0027793958293715957_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.171333333333337, Max: 18.35, Min: 17.92
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 80
Running with params: {'batch_size': 4, 'learning_rate': 0.0002310992272063704, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.0002310992272063704_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.50033333333333, Max: 16.69, Min: 16.23
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 81
Running with params: {'batch_size': 16, 'learning_rate': 0.004243790578740108, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.004243790578740108_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.606666666666666, Max: 16.880000000000003, Min: 16.25
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 82
Running with params: {'batch_size': 32, 'learning_rate': 0.0007659126494054075, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_0.0007659126494054075_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.677999999999997, Max: 15.81, Min: 15.469999999999999
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 83
Running with params: {'batch_size': 2, 'learning_rate': 4.659297809163308e-05, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_4.659297809163308e-05_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.613333333333337, Max: 19.85, Min: 19.19
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 84
Running with params: {'batch_size': 256, 'learning_rate': 7.465099639501733e-05, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_7.465099639501733e-05_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.801333333333332, Max: 14.92, Min: 14.5
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 85
Running with params: {'batch_size': 16, 'learning_rate': 2.1428675381254465e-05, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_2.1428675381254465e-05_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.06433333333333, Max: 21.27, Min: 20.81
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 86
Running with params: {'batch_size': 64, 'learning_rate': 0.0001340015785904375, 'max_steps': 1600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.0001340015785904375_1600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 25.44433333333334, Max: 25.65, Min: 24.94
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 87
Running with params: {'batch_size': 16, 'learning_rate': 0.0011252883676844893, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0011252883676844893_200
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Timings: Avg: 15.812333333333335, Max: 15.98, Min: 15.520000000000001
Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 88
Running with params: {'batch_size': 8, 'learning_rate': 0.009578096447165032, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.009578096447165032_500
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Timings: Avg: 19.717333333333332, Max: 20.029999999999998, Min: 19.330000000000002
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Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 89
Running with params: {'batch_size': 128, 'learning_rate': 0.002788711041148243, 'max_steps': 1100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.002788711041148243_1100
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 90
Running with params: {'batch_size': 16, 'learning_rate': 0.005632221365560289, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.005632221365560289_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.097333333333333, Max: 15.26, Min: 14.81
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 91
Running with params: {'batch_size': 4, 'learning_rate': 0.00031319703949639864, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_4_0.00031319703949639864_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.75733333333334, Max: 24.200000000000003, Min: 23.360000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.75733333333334, Max: 24.200000000000003, Min: 23.360000000000003
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.75733333333334
Score: 23.75733333333334
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 92
Running with params: {'batch_size': 2, 'learning_rate': 0.43202259553001093, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_2_0.43202259553001093_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.041, Max: 35.18, Min: 33.06
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.041, Max: 35.18, Min: 33.06
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 93
Running with params: {'batch_size': 32, 'learning_rate': 1.4131221462595259e-05, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_32_1.4131221462595259e-05_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.500333333333337, Max: 16.89, Min: 16.21
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 94
Running with params: {'batch_size': 16, 'learning_rate': 0.000536349766082423, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.000536349766082423_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.933333333333334, Max: 16.17, Min: 15.62
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 95
Running with params: {'batch_size': 256, 'learning_rate': 8.839104275687146e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_256_8.839104275687146e-05_100
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Timings: Avg: 13.304666666666668, Max: 13.58, Min: 13.1
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 96
Running with params: {'batch_size': 64, 'learning_rate': 0.012722240834052451, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_64_0.012722240834052451_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.545666666666666, Max: 17.95, Min: 17.180000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.545666666666666, Max: 17.95, Min: 17.180000000000003
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 97
Running with params: {'batch_size': 16, 'learning_rate': 2.9778698880495778e-05, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_2.9778698880495778e-05_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.42766666666667, Max: 19.79, Min: 19.02
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 98
Running with params: {'batch_size': 16, 'learning_rate': 0.0502468595028984, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_16_0.0502468595028984_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.299000000000003, Max: 19.48, Min: 19.01
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 99
Running with params: {'batch_size': 8, 'learning_rate': 0.0015561055268333852, 'max_steps': 2200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_8_0.0015561055268333852_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 39.15133333333334, Max: 39.82, Min: 38.42
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 39.15133333333334, Max: 39.82, Min: 38.42
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 39.15133333333334
Score: 39.15133333333334
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Optimization Iteration: 100
Running with params: {'batch_size': 128, 'learning_rate': 0.0008381226472185594, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597775803/assert_89956747_128_0.0008381226472185594_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.331, Max: 14.49, Min: 14.11
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 16.309
Best-param: {'batch_size': 16, 'learning_rate': 0.0003314611102736501, 'max_steps': 300}
Upto iteration 100: {'batch_size': 3, 'learning_rate': 0.0003314611102736501, 'max_steps': 300.0}
Breaking...
{'batch_size': 3, 'learning_rate': 0.0003314611102736501, 'max_steps': 300.0}
Best score: 16.309
Repeated params: 0
Trials: 101
Best param {'batch_size': 3, 'learning_rate': 0.0003314611102736501, 'max_steps': 300.0}
Reduction: 62.131098056516585%
Speedup: 2.6406891900177816x
Optimizer time: 2109.9669330120087
