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_2d_sac
Params: learning_rate,61,22,ParamType.LR,0.005
batch_size,63,19,ParamType.CHAINS,8
max_steps,250,80,ParamType.ITER,10000
Assertion: assert all(reward > success_threshold for reward in processed_rewards)
Original runtime: 92.598
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_0.005_8_10000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 90.73333333333335, Max: 91.96, Min: 89.45
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 90.73333333333335, Max: 91.96, Min: 89.45
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: 90.73333333333335
Score: 90.73333333333335
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
>>Setting original runtime to 90.73333333333335
Optimization Iteration: 1
Running with params: {'batch_size': 8, 'learning_rate': 0.00012159273792920792, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.00012159273792920792_200
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Timings: Avg: 7.715999999999999, Max: 7.800000000000001, Min: 7.54
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 2
Running with params: {'batch_size': 2, 'learning_rate': 5.8732190281227826e-05, 'max_steps': 4600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_5.8732190281227826e-05_4600
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Timings: Avg: 32.097666666666676, Max: 32.730000000000004, Min: 31.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.097666666666676, Max: 32.730000000000004, Min: 31.68
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 3
Running with params: {'batch_size': 128, 'learning_rate': 0.00012875764484796053, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.00012875764484796053_400
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Timings: Avg: 8.115, Max: 8.19, Min: 8.0
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 4
Running with params: {'batch_size': 256, 'learning_rate': 0.03034369555600524, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.03034369555600524_200
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Timings: Avg: 7.664, Max: 7.76, Min: 7.53
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 5
Running with params: {'batch_size': 16, 'learning_rate': 0.0033241492661622812, 'max_steps': 2300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.0033241492661622812_2300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.721333333333332, Max: 16.02, Min: 15.48
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.725833333333332, Max: 16.02, Min: 15.48
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.37796447300922703
Evaluating 60 values out of 60
Overall-timings: Avg: 15.725833333333332, Max: 16.02, Min: 15.48
Variance (4.930380657631324e-32) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 0.9999999999978703
Exceeding max probability of failure: 0.9999999999978703
All-Passed: False
Probabilty of failure: 0.9999999999978703
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 6
Running with params: {'batch_size': 8, 'learning_rate': 7.387993353199757e-05, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_7.387993353199757e-05_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.433666666666666, Max: 9.53, Min: 9.35
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 7
Running with params: {'batch_size': 128, 'learning_rate': 0.3944704739865506, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.3944704739865506_400
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Timings: Avg: 8.116000000000001, Max: 8.18, Min: 7.989999999999999
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 8
Running with params: {'batch_size': 32, 'learning_rate': 0.002266737169295384, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.002266737169295384_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 8.580666666666668, Max: 8.670000000000002, Min: 8.48
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 9
Running with params: {'batch_size': 4, 'learning_rate': 0.0017212771587563598, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0017212771587563598_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.212333333333333, Max: 9.41, Min: 9.1
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 10
Running with params: {'batch_size': 256, 'learning_rate': 0.0003098719436483522, 'max_steps': 6000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.0003098719436483522_6000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 198.47400000000005, Max: 205.58, Min: 192.29000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 198.47400000000005, Max: 205.58, Min: 192.29000000000002
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: 198.47400000000005
Score: 198.47400000000005
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 11
Running with params: {'batch_size': 8, 'learning_rate': 0.23969717747738165, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.23969717747738165_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 7.939666666666666, Max: 8.03, Min: 7.82
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 12
Running with params: {'batch_size': 8, 'learning_rate': 1.2397465866179487e-05, 'max_steps': 1800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_1.2397465866179487e-05_1800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 11.171666666666665, Max: 11.29, Min: 10.97
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 13
Running with params: {'batch_size': 8, 'learning_rate': 0.09295560106609817, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.09295560106609817_300
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Timings: Avg: 7.925999999999999, Max: 8.01, Min: 7.8500000000000005
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 14
Running with params: {'batch_size': 8, 'learning_rate': 0.0017675181440274283, 'max_steps': 2400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.0017675181440274283_2400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 16.288666666666664, Max: 16.599999999999998, Min: 16.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.288666666666664, Max: 16.599999999999998, Min: 16.04
Variance (4.930380657631324e-32) 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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 15
Running with params: {'batch_size': 256, 'learning_rate': 0.0024669139579490515, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.0024669139579490515_100
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Timings: Avg: 7.468999999999999, Max: 7.57, Min: 7.32
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 16
Running with params: {'batch_size': 16, 'learning_rate': 0.041520447865372984, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.041520447865372984_700
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Timings: Avg: 8.823666666666668, Max: 8.89, Min: 8.719999999999999
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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 17
Running with params: {'batch_size': 16, 'learning_rate': 0.13275546815023564, 'max_steps': 1600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.13275546815023564_1600
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Timings: Avg: 10.724333333333334, Max: 10.81, Min: 10.559999999999999
Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 18
Running with params: {'batch_size': 4, 'learning_rate': 0.039905444730589754, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.039905444730589754_200
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Timings: Avg: 7.695000000000001, Max: 7.8, Min: 7.529999999999999
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Score: 3.4028234663852886e+38
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 19
Running with params: {'batch_size': 4, 'learning_rate': 0.0411190246402274, 'max_steps': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0411190246402274_1900
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Timings: Avg: 11.428, Max: 11.49, Min: 11.3
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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: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 20
Running with params: {'batch_size': 16, 'learning_rate': 0.38631853907032715, 'max_steps': 8900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.38631853907032715_8900
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Timings: Avg: 91.143, Max: 93.19, Min: 89.36
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 21
Running with params: {'batch_size': 64, 'learning_rate': 0.00923705956775196, 'max_steps': 9600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.00923705956775196_9600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 150.21266666666668, Max: 154.59, Min: 147.13
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 150.21266666666668, Max: 154.59, Min: 147.13
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: 150.21266666666668
Score: 150.21266666666668
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 22
Running with params: {'batch_size': 64, 'learning_rate': 0.00047630817271746554, 'max_steps': 7300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.00047630817271746554_7300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 108.39899999999997, Max: 111.0, Min: 106.39
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 108.39899999999997, Max: 111.0, Min: 106.39
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: 108.39899999999997
Score: 108.39899999999997
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 23
Running with params: {'batch_size': 64, 'learning_rate': 0.009072768944815903, 'max_steps': 9300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.009072768944815903_9300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 145.84066666666666, Max: 148.45000000000002, Min: 141.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 145.84066666666666, Max: 148.45000000000002, Min: 141.66
Variance (1.1093356479670479e-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: 145.84066666666666
Score: 145.84066666666666
Best-score: 90.73333333333335
Best-param: {'learning_rate': 0.005, 'batch_size': 8, 'max_steps': 10000}
Optimization Iteration: 24
Running with params: {'batch_size': 64, 'learning_rate': 0.0005881885192738441, 'max_steps': 4900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.0005881885192738441_4900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 64.21533333333333, Max: 65.41, Min: 62.949999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 64.21533333333333, Max: 65.41, Min: 62.949999999999996
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: 64.21533333333333
Score: 64.21533333333333
Best-score: 64.21533333333333
Best-param: {'batch_size': 64, 'learning_rate': 0.0005881885192738441, 'max_steps': 4900}
Optimization Iteration: 25
Running with params: {'batch_size': 64, 'learning_rate': 0.0006246804580535694, 'max_steps': 4600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.0006246804580535694_4600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 58.977, Max: 61.88, Min: 57.5
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 58.977, Max: 61.88, Min: 57.5
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: 58.977
Score: 58.977
Best-score: 58.977
Best-param: {'batch_size': 64, 'learning_rate': 0.0006246804580535694, 'max_steps': 4600}
Optimization Iteration: 26
Running with params: {'batch_size': 64, 'learning_rate': 0.000326804116107317, 'max_steps': 3500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.000326804116107317_3500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 38.69233333333334, Max: 39.53, Min: 37.910000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 38.69233333333334, Max: 39.53, Min: 37.910000000000004
Variance (4.930380657631324e-32) 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: 58.977
Best-param: {'batch_size': 64, 'learning_rate': 0.0006246804580535694, 'max_steps': 4600}
Optimization Iteration: 27
Running with params: {'batch_size': 64, 'learning_rate': 1.5713640821682966e-05, 'max_steps': 3600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_1.5713640821682966e-05_3600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 39.09966666666667, Max: 40.379999999999995, Min: 38.09
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: 58.977
Best-param: {'batch_size': 64, 'learning_rate': 0.0006246804580535694, 'max_steps': 4600}
Optimization Iteration: 28
Running with params: {'batch_size': 32, 'learning_rate': 0.0007328870980096787, 'max_steps': 5200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0007328870980096787_5200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 54.92166666666669, Max: 57.089999999999996, Min: 54.0
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 54.92166666666669, Max: 57.089999999999996, Min: 54.0
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: 54.92166666666669
Score: 54.92166666666669
Best-score: 54.92166666666669
Best-param: {'batch_size': 32, 'learning_rate': 0.0007328870980096787, 'max_steps': 5200}
Optimization Iteration: 29
Running with params: {'batch_size': 32, 'learning_rate': 4.124888255468047e-05, 'max_steps': 3200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_4.124888255468047e-05_3200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 26.790333333333333, Max: 27.21, Min: 26.2
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.790333333333333, Max: 27.21, Min: 26.2
Variance (1.232595164407831e-32) 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: 54.92166666666669
Best-param: {'batch_size': 32, 'learning_rate': 0.0007328870980096787, 'max_steps': 5200}
Optimization Iteration: 30
Running with params: {'batch_size': 32, 'learning_rate': 0.008365559130900448, 'max_steps': 1500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.008365559130900448_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 10.500666666666666, Max: 10.64, Min: 10.340000000000002
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: 54.92166666666669
Best-param: {'batch_size': 32, 'learning_rate': 0.0007328870980096787, 'max_steps': 5200}
Optimization Iteration: 31
Running with params: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.0008033824607617242_6400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 50.289, Max: 51.66, Min: 49.419999999999995
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 50.289, Max: 51.66, Min: 49.419999999999995
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: 50.289
Score: 50.289
Best-score: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 32
Running with params: {'batch_size': 2, 'learning_rate': 0.0001421076022640173, 'max_steps': 6900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.0001421076022640173_6900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 53.48300000000001, Max: 54.370000000000005, Min: 52.5
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 53.48300000000001, Max: 54.370000000000005, Min: 52.5
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (3.009265538105056e-36) 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: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 33
Running with params: {'batch_size': 2, 'learning_rate': 3.3759841038724626e-05, 'max_steps': 5800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_3.3759841038724626e-05_5800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 40.998000000000005, Max: 41.68, Min: 40.43
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 40.998000000000005, Max: 41.68, Min: 40.43
Variance (1.1093356479670479e-31) 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: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 34
Running with params: {'batch_size': 2, 'learning_rate': 0.00453401931890123, 'max_steps': 2700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.00453401931890123_2700
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Timings: Avg: 18.456666666666667, Max: 18.82, Min: 18.23
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.456666666666667, Max: 18.82, Min: 18.23
Variance (4.930380657631324e-32) 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: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 35
Running with params: {'batch_size': 32, 'learning_rate': 0.0012220190872299138, 'max_steps': 1400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0012220190872299138_1400
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Timings: Avg: 10.283666666666667, Max: 10.42, Min: 10.08
Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 36
Running with params: {'batch_size': 2, 'learning_rate': 0.00016020620911312976, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.00016020620911312976_100
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Timings: Avg: 7.463666666666666, Max: 7.5600000000000005, Min: 7.23
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 50.289
Best-param: {'batch_size': 2, 'learning_rate': 0.0008033824607617242, 'max_steps': 6400}
Optimization Iteration: 37
Running with params: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0009394829039724693_4200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 41.40533333333334, Max: 42.86000000000001, Min: 40.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 41.40533333333334, Max: 42.86000000000001, Min: 40.71
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: 41.40533333333334
Score: 41.40533333333334
Best-score: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 38
Running with params: {'batch_size': 128, 'learning_rate': 0.01582464845842308, 'max_steps': 1200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.01582464845842308_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.883666666666665, Max: 9.97, Min: 9.74
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 39
Running with params: {'batch_size': 2, 'learning_rate': 7.402181118255913e-05, 'max_steps': 4200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_7.402181118255913e-05_4200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.258000000000003, Max: 29.849999999999998, Min: 28.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.258000000000003, Max: 29.849999999999998, Min: 28.71
Variance (1.232595164407831e-32) 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: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 40
Running with params: {'batch_size': 32, 'learning_rate': 0.004026185323948577, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.004026185323948577_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.017333333333333, Max: 9.12, Min: 8.860000000000001
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 41
Running with params: {'batch_size': 128, 'learning_rate': 0.00019269920282207866, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.00019269920282207866_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 8.344000000000001, Max: 8.47, Min: 8.17
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 42
Running with params: {'batch_size': 256, 'learning_rate': 2.2496820311930148e-05, 'max_steps': 7100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_2.2496820311930148e-05_7100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 247.54633333333334, Max: 256.85999999999996, Min: 235.93
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 247.54633333333334, Max: 256.85999999999996, Min: 235.93
Variance (1.1093356479670479e-31) 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: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 43
Running with params: {'batch_size': 2, 'learning_rate': 8.321614189520615e-05, 'max_steps': 1100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_8.321614189520615e-05_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.660666666666666, Max: 9.76, Min: 9.530000000000001
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: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 44
Running with params: {'batch_size': 32, 'learning_rate': 0.0011960824469532674, 'max_steps': 2800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0011960824469532674_2800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.821333333333328, Max: 23.09, Min: 22.439999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 22.821333333333328, Max: 23.09, Min: 22.439999999999998
Variance (4.930380657631324e-32) 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: 41.40533333333334
Best-param: {'batch_size': 32, 'learning_rate': 0.0009394829039724693, 'max_steps': 4200}
Optimization Iteration: 45
Running with params: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.022704133263474896_2300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.719333333333335, Max: 14.930000000000001, Min: 14.52
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.720999999999998, Max: 14.95, Min: 14.5
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.4142135623730947
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.714666666666666, Max: 14.959999999999999, Min: 14.47
Passed tests : 90
Failed tests : 0
Converged: True
Convergence score: 0.5299329050018637
Evaluating 90 values out of 90
Overall-timings: Avg: 14.714666666666666, Max: 14.959999999999999, Min: 14.47
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Probability of fail (non-zero): 7.206041649869427e-08
All-Passed: True
Probabilty of failure: 7.206041649869427e-08
Runtime: 14.714666666666666
Score: 14.714666666666666
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 46
Running with params: {'batch_size': 4, 'learning_rate': 0.828017599619369, 'max_steps': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.828017599619369_1900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 11.442, Max: 11.57, Min: 11.270000000000001
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 47
Running with params: {'batch_size': 4, 'learning_rate': 0.019792243251227835, 'max_steps': 2200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.019792243251227835_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.282333333333332, Max: 14.54, Min: 14.020000000000001
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.282333333333332, Max: 14.54, Min: 14.020000000000001
Variance (4.930380657631324e-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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 48
Running with params: {'batch_size': 4, 'learning_rate': 0.10461779909301785, 'max_steps': 4000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.10461779909301785_4000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.511, Max: 31.419999999999998, Min: 30.09
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.511 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 49
Running with params: {'batch_size': 4, 'learning_rate': 0.07208519223009391, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.07208519223009391_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.501333333333335, Max: 31.16, Min: 30.1
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.47140452079082235
Evaluating 30 values out of 30
Overall-timings: Avg: 30.501333333333335, Max: 31.16, Min: 30.1
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 50
Running with params: {'batch_size': 256, 'learning_rate': 0.23597320761704949, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.23597320761704949_400
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Timings: Avg: 30.515666666666668, Max: 31.12, Min: 29.7
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.515666666666668 > 14.714666666666666
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Upto iteration 50: {'batch_size': 1, 'learning_rate': 0.022704133263474896, 'max_steps': 2300.0}
Optimization Iteration: 51
Running with params: {'batch_size': 8, 'learning_rate': 0.006271784280409797, 'max_steps': 2200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.006271784280409797_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.56866666666667, Max: 31.02, Min: 30.0
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.3162277660168381
Evaluating 30 values out of 30
Overall-timings: Avg: 30.56866666666667, Max: 31.02, Min: 30.0
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 52
Running with params: {'batch_size': 128, 'learning_rate': 0.6353852551717694, 'max_steps': 1200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.6353852551717694_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.518333333333334, Max: 30.95, Min: 30.18
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.518333333333334, Max: 30.95, Min: 30.18
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 53
Running with params: {'batch_size': 16, 'learning_rate': 0.019638226589247087, 'max_steps': 8200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.019638226589247087_8200
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Timings: Avg: 30.562999999999995, Max: 30.94, Min: 30.13
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000066613381
Exceeding current best timeout: 30.562999999999995 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 54
Running with params: {'batch_size': 4, 'learning_rate': 0.0022404274229322037, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0022404274229322037_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.636, Max: 31.14, Min: 30.020000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3922322702763028
Evaluating 30 values out of 30
Overall-timings: Avg: 30.636, Max: 31.14, Min: 30.020000000000003
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 55
Running with params: {'batch_size': 32, 'learning_rate': 0.012861036288230354, 'max_steps': 2600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.012861036288230354_2600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.701666666666664, Max: 31.19, Min: 30.19
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.701666666666664, Max: 31.19, Min: 30.19
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 56
Running with params: {'batch_size': 4, 'learning_rate': 0.03089034092134728, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.03089034092134728_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.46633333333333, Max: 31.049999999999997, Min: 29.990000000000002
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000222
Exceeding current best timeout: 30.46633333333333 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 57
Running with params: {'batch_size': 8, 'learning_rate': 0.2209994030115862, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.2209994030115862_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.51066666666667, Max: 31.130000000000003, Min: 29.900000000000002
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.3529549636990994
Evaluating 30 values out of 30
Overall-timings: Avg: 30.51066666666667, Max: 31.130000000000003, Min: 29.900000000000002
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 58
Running with params: {'batch_size': 16, 'learning_rate': 0.0002877892128152591, 'max_steps': 3100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.0002877892128152591_3100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.507999999999996, Max: 31.05, Min: 29.05
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.507999999999996, Max: 31.05, Min: 29.05
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 59
Running with params: {'batch_size': 256, 'learning_rate': 0.05812911659677391, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.05812911659677391_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.79533333333333, Max: 31.439999999999998, Min: 30.14
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.4999999999997779
Evaluating 30 values out of 30
Overall-timings: Avg: 30.79533333333333, Max: 31.439999999999998, Min: 30.14
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: pareto
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 60
Running with params: {'batch_size': 32, 'learning_rate': 0.00294057418303884, 'max_steps': 5500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.00294057418303884_5500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.944000000000003, Max: 31.259999999999998, Min: 30.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.944000000000003, Max: 31.259999999999998, Min: 30.6
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 61
Running with params: {'batch_size': 4, 'learning_rate': 0.0012454781753475407, 'max_steps': 1400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0012454781753475407_1400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.444333333333336, Max: 30.830000000000002, Min: 29.95
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.003034845673114
Exceeding current best timeout: 30.444333333333336 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 62
Running with params: {'batch_size': 128, 'learning_rate': 0.42980606693968426, 'max_steps': 1700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.42980606693968426_1700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.513666666666666, Max: 30.98, Min: 30.08
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.513666666666666, Max: 30.98, Min: 30.08
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 63
Running with params: {'batch_size': 32, 'learning_rate': 0.0056298850239773915, 'max_steps': 4000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0056298850239773915_4000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.528666666666666, Max: 30.98, Min: 30.119999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.528666666666666, Max: 30.98, Min: 30.119999999999997
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 64
Running with params: {'batch_size': 8, 'learning_rate': 0.0002460073746899828, 'max_steps': 8000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.0002460073746899828_8000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.456666666666663, Max: 31.1, Min: 30.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.456666666666663, Max: 31.1, Min: 30.02
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 65
Running with params: {'batch_size': 4, 'learning_rate': 0.14322377992160654, 'max_steps': 2000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.14322377992160654_2000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.596333333333334, Max: 31.74, Min: 29.97
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000222
Exceeding current best timeout: 30.596333333333334 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 66
Running with params: {'batch_size': 2, 'learning_rate': 0.0007502438820199402, 'max_steps': 6300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.0007502438820199402_6300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.455666666666662, Max: 30.93, Min: 30.08
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.455666666666662, Max: 30.93, Min: 30.08
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 67
Running with params: {'batch_size': 2, 'learning_rate': 0.0004004383789854095, 'max_steps': 4700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.0004004383789854095_4700
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Timings: Avg: 30.496999999999996, Max: 30.91, Min: 30.009999999999998
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 1172.5137378045722
Exceeding current best timeout: 30.496999999999996 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 68
Running with params: {'batch_size': 2, 'learning_rate': 9.999473523051875e-05, 'max_steps': 9600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_9.999473523051875e-05_9600
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Timings: Avg: 30.448, Max: 30.830000000000002, Min: 30.0
Passed tests : 30
Failed tests : 0
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Convergence score: 1.000000000000222
Exceeding current best timeout: 30.448 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 69
Running with params: {'batch_size': 16, 'learning_rate': 0.001775338445191894, 'max_steps': 3400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.001775338445191894_3400
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Timings: Avg: 30.467666666666663, Max: 30.720000000000002, Min: 30.16
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.467666666666663, Max: 30.720000000000002, Min: 30.16
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 70
Running with params: {'batch_size': 32, 'learning_rate': 4.946856680425132e-05, 'max_steps': 6200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_4.946856680425132e-05_6200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.514666666666667, Max: 30.93, Min: 29.88
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000222
Exceeding current best timeout: 30.514666666666667 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 71
Running with params: {'batch_size': 2, 'learning_rate': 0.0009254872688608831, 'max_steps': 2400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.0009254872688608831_2400
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Timings: Avg: 30.505333333333333, Max: 30.97, Min: 30.13
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.505333333333333 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 72
Running with params: {'batch_size': 32, 'learning_rate': 0.010882119097289429, 'max_steps': 4200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.010882119097289429_4200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.570999999999994, Max: 31.040000000000003, Min: 29.96
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 9007649614705.0
Exceeding current best timeout: 30.570999999999994 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 73
Running with params: {'batch_size': 256, 'learning_rate': 0.00045270473657082913, 'max_steps': 5100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.00045270473657082913_5100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.485000000000003, Max: 31.05, Min: 30.069999999999997
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000222
Exceeding current best timeout: 30.485000000000003 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 74
Running with params: {'batch_size': 64, 'learning_rate': 0.0032113208087666857, 'max_steps': 3000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.0032113208087666857_3000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.632000000000005, Max: 31.14, Min: 29.950000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.632000000000005, Max: 31.14, Min: 29.950000000000003
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 75
Running with params: {'batch_size': 2, 'learning_rate': 0.006901651851002518, 'max_steps': 7900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.006901651851002518_7900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.46533333333333, Max: 30.85, Min: 30.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.46533333333333, Max: 30.85, Min: 30.080000000000002
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 76
Running with params: {'batch_size': 128, 'learning_rate': 0.00020554111262896044, 'max_steps': 6600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.00020554111262896044_6600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.494333333333334, Max: 31.0, Min: 29.990000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.494333333333334, Max: 31.0, Min: 29.990000000000002
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 77
Running with params: {'batch_size': 4, 'learning_rate': 0.02769311624228776, 'max_steps': 3600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.02769311624228776_3600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.453333333333333, Max: 31.01, Min: 30.0
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059327373
Evaluating 30 values out of 30
Overall-timings: Avg: 30.453333333333333, Max: 31.01, Min: 30.0
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 78
Running with params: {'batch_size': 8, 'learning_rate': 0.004280450696774668, 'max_steps': 1500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.004280450696774668_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.593, Max: 31.31, Min: 30.13
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 63.989822784885
Exceeding current best timeout: 30.593 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 79
Running with params: {'batch_size': 32, 'learning_rate': 0.0017074730364827412, 'max_steps': 2500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0017074730364827412_2500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.50100000000001, Max: 31.02, Min: 30.07
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059327606
Evaluating 30 values out of 30
Overall-timings: Avg: 30.50100000000001, Max: 31.02, Min: 30.07
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 80
Running with params: {'batch_size': 2, 'learning_rate': 0.05753065303239175, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.05753065303239175_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.54566666666666, Max: 31.680000000000003, Min: 29.95
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000222
Exceeding current best timeout: 30.54566666666666 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 81
Running with params: {'batch_size': 16, 'learning_rate': 0.0009674236712577805, 'max_steps': 2100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.0009674236712577805_2100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.46833333333333, Max: 30.9, Min: 30.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.6148746470643364
Evaluating 30 values out of 30
Overall-timings: Avg: 30.46833333333333, Max: 30.9, Min: 30.02
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: laplace
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 82
Running with params: {'batch_size': 4, 'learning_rate': 0.0005587070576492684, 'max_steps': 1300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0005587070576492684_1300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.47666666666667, Max: 30.98, Min: 30.0
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.38942881966983234
Evaluating 30 values out of 30
Overall-timings: Avg: 30.47666666666667, Max: 30.98, Min: 30.0
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: laplace
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 83
Running with params: {'batch_size': 64, 'learning_rate': 2.767742208021876e-05, 'max_steps': 1700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_2.767742208021876e-05_1700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.49666666666666, Max: 31.169999999999998, Min: 29.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.49666666666666, Max: 31.169999999999998, Min: 29.71
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 84
Running with params: {'batch_size': 256, 'learning_rate': 0.00226409810697246, 'max_steps': 8700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.00226409810697246_8700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.477333333333334, Max: 30.95, Min: 29.97
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.353553390593156
Evaluating 30 values out of 30
Overall-timings: Avg: 30.477333333333334, Max: 30.95, Min: 29.97
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 85
Running with params: {'batch_size': 32, 'learning_rate': 0.018243288361778305, 'max_steps': 10000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.018243288361778305_10000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.61766666666667, Max: 31.439999999999998, Min: 30.11
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000066613381
Exceeding current best timeout: 30.61766666666667 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 86
Running with params: {'batch_size': 128, 'learning_rate': 0.024262505513908416, 'max_steps': 5500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.024262505513908416_5500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.641000000000002, Max: 31.16, Min: 30.11
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.641000000000002, Max: 31.16, Min: 30.11
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 87
Running with params: {'batch_size': 2, 'learning_rate': 1.1634898172627304e-05, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_1.1634898172627304e-05_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.549333333333326, Max: 31.28, Min: 29.59
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 1.000293397622142
Exceeding current best timeout: 30.549333333333326 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 88
Running with params: {'batch_size': 4, 'learning_rate': 0.01406883489124616, 'max_steps': 4300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.01406883489124616_4300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.590333333333334, Max: 31.0, Min: 30.07
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.590333333333334 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 89
Running with params: {'batch_size': 8, 'learning_rate': 0.00011993548737156185, 'max_steps': 2900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.00011993548737156185_2900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.537333333333336, Max: 30.99, Min: 30.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.537333333333336, Max: 30.99, Min: 30.080000000000002
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 90
Running with params: {'batch_size': 32, 'learning_rate': 0.0003457519262825893, 'max_steps': 3300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0003457519262825893_3300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.458000000000002, Max: 30.779999999999998, Min: 29.98
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.458000000000002 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 91
Running with params: {'batch_size': 4, 'learning_rate': 6.370585832283109e-05, 'max_steps': 3800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_6.370585832283109e-05_3800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.52633333333333, Max: 30.830000000000002, Min: 29.959999999999997
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0787214956289917
Exceeding current best timeout: 30.52633333333333 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 92
Running with params: {'batch_size': 16, 'learning_rate': 0.008300014687235291, 'max_steps': 7200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_16_0.008300014687235291_7200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.514999999999997, Max: 31.31, Min: 30.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.353553390593156
Evaluating 30 values out of 30
Overall-timings: Avg: 30.514999999999997, Max: 31.31, Min: 30.04
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: expon
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 93
Running with params: {'batch_size': 64, 'learning_rate': 0.16691960431729616, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_64_0.16691960431729616_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.512999999999998, Max: 30.86, Min: 29.779999999999998
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.353553390593156
Evaluating 30 values out of 30
Overall-timings: Avg: 30.512999999999998, Max: 30.86, Min: 29.779999999999998
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 94
Running with params: {'batch_size': 2, 'learning_rate': 0.005147401279039498, 'max_steps': 2300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.005147401279039498_2300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.429666666666666, Max: 30.950000000000003, Min: 30.03
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3506901314743092
Evaluating 30 values out of 30
Overall-timings: Avg: 30.429666666666666, Max: 30.950000000000003, Min: 30.03
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: logistic
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 95
Running with params: {'batch_size': 256, 'learning_rate': 0.04007789596475262, 'max_steps': 4600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_256_0.04007789596475262_4600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.497333333333334, Max: 31.25, Min: 29.99
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.497333333333334, Max: 31.25, Min: 29.99
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 96
Running with params: {'batch_size': 32, 'learning_rate': 0.0013989278719052243, 'max_steps': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_32_0.0013989278719052243_1900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.478999999999996, Max: 31.2, Min: 29.759999999999998
Passed tests : 28
Failed tests : 2
Converged: False
Convergence score: 2223.5553222338212
Exceeding current best timeout: 30.478999999999996 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 97
Running with params: {'batch_size': 4, 'learning_rate': 0.0006945604889089259, 'max_steps': 2700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_4_0.0006945604889089259_2700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.49433333333333, Max: 31.06, Min: 30.159999999999997
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.9996965186263953
Evaluating 30 values out of 30
Overall-timings: Avg: 30.49433333333333, Max: 31.06, Min: 30.159999999999997
Variance (1.1093356479670479e-31) too small, using delta distribution
Choosing distribution: gumbel_l
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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 98
Running with params: {'batch_size': 128, 'learning_rate': 0.002937726808820185, 'max_steps': 1100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_128_0.002937726808820185_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.41333333333333, Max: 30.84, Min: 30.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.41333333333333, Max: 30.84, Min: 30.02
Variance (1.1093356479670479e-31) 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: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 99
Running with params: {'batch_size': 2, 'learning_rate': 0.07873031934036208, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_2_0.07873031934036208_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.426, Max: 31.130000000000003, Min: 29.94
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 30.426 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Optimization Iteration: 100
Running with params: {'batch_size': 8, 'learning_rate': 0.003572551015464849, 'max_steps': 5800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597784311/assert_63812984_8_0.003572551015464849_5800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.505333333333333, Max: 31.12, Min: 30.06
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 3.000000000000148
Exceeding current best timeout: 30.505333333333333 > 14.714666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 14.714666666666666
Best-param: {'batch_size': 4, 'learning_rate': 0.022704133263474896, 'max_steps': 2300}
Upto iteration 100: {'batch_size': 1, 'learning_rate': 0.022704133263474896, 'max_steps': 2300.0}
Breaking...
{'batch_size': 1, 'learning_rate': 0.022704133263474896, 'max_steps': 2300.0}
Best score: 14.714666666666666
Repeated params: 0
Trials: 101
Best param {'batch_size': 1, 'learning_rate': 0.022704133263474896, 'max_steps': 2300.0}
Reduction: 83.78251285819252%
Speedup: 6.166183399782531x
Optimizer time: 3643.110347032547
