Repo: ml-agents
Filename: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/projects/ml-agents/ml-agents/mlagents/trainers/tests/test_simple_rl.py
ClassName: none
Testname: test_visual_sac
Params: batch_size,265,47,ParamType.CHAINS,16
learning_rate,265,65,ParamType.LR,0.0003
max_steps,71,14,ParamType.ITER,1000
Assertion: assert all(reward > success_threshold for reward in processed_rewards)
Original runtime: 51.926
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0003_1000
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Timings: Avg: 51.88833333333332, Max: 52.559999999999995, Min: 51.21
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 51.88833333333332, Max: 52.559999999999995, Min: 51.21
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 51.88833333333332
Score: 51.88833333333332
Best-score: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
>>Setting original runtime to 51.88833333333332
Optimization Iteration: 1
Running with params: {'batch_size': 128, 'learning_rate': 0.0003323243079970427, 'max_steps': 130}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.0003323243079970427_130
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Timings: Avg: 14.56033333333333, Max: 14.69, Min: 14.33
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 2
Running with params: {'batch_size': 2, 'learning_rate': 0.26134388002029046, 'max_steps': 490}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.26134388002029046_490
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Timings: Avg: 26.743999999999996, Max: 26.92, Min: 26.14
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 3
Running with params: {'batch_size': 128, 'learning_rate': 0.11162638989589198, 'max_steps': 120}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.11162638989589198_120
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Timings: Avg: 14.566, Max: 14.72, Min: 14.23
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 4
Running with params: {'batch_size': 4, 'learning_rate': 0.5997117930397803, 'max_steps': 430}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.5997117930397803_430
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Timings: Avg: 25.898, Max: 26.15, Min: 25.57
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 5
Running with params: {'batch_size': 4, 'learning_rate': 0.0017877281876182958, 'max_steps': 450}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.0017877281876182958_450
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Timings: Avg: 26.258, Max: 26.44, Min: 25.76
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 6
Running with params: {'batch_size': 64, 'learning_rate': 0.015573916566268836, 'max_steps': 850}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.015573916566268836_850
Launching 30 jobs, 30 in parallel
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Timings: Avg: 81.82566666666665, Max: 82.89, Min: 80.30000000000001
Passed tests : 28
Failed tests : 2
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 81.82566666666665, Max: 82.89, Min: 80.30000000000001
Variance (7.703719777548943e-34) too small, using delta distribution
Choosing distribution: expon
Variance (0.0) 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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 7
Running with params: {'batch_size': 2, 'learning_rate': 1.3866598595469878e-05, 'max_steps': 290}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_1.3866598595469878e-05_290
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Timings: Avg: 20.96333333333333, Max: 21.13, Min: 20.57
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 8
Running with params: {'batch_size': 256, 'learning_rate': 4.106500556502968e-05, 'max_steps': 880}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_4.106500556502968e-05_880
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Timings: Avg: 231.67300000000003, Max: 235.49, Min: 228.2
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 9
Running with params: {'batch_size': 32, 'learning_rate': 0.009124659406138116, 'max_steps': 770}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.009124659406138116_770
Launching 30 jobs, 30 in parallel
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Timings: Avg: 53.95100000000001, Max: 54.56, Min: 52.92
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 10
Running with params: {'batch_size': 64, 'learning_rate': 0.0215383793672475, 'max_steps': 380}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.0215383793672475_380
Launching 30 jobs, 30 in parallel
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Timings: Avg: 41.286333333333324, Max: 41.650000000000006, Min: 40.44
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 41.286333333333324, Max: 41.650000000000006, Min: 40.44
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 11
Running with params: {'batch_size': 8, 'learning_rate': 0.0005076869140979484, 'max_steps': 120}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.0005076869140979484_120
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.181999999999999, Max: 15.31, Min: 14.79
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 12
Running with params: {'batch_size': 256, 'learning_rate': 0.014098933330858468, 'max_steps': 140}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.014098933330858468_140
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Timings: Avg: 14.692, Max: 14.81, Min: 14.52
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 13
Running with params: {'batch_size': 128, 'learning_rate': 0.033276107700043675, 'max_steps': 660}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.033276107700043675_660
Launching 30 jobs, 30 in parallel
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Timings: Avg: 99.84266666666667, Max: 101.25, Min: 98.42999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.4996860206507625
Evaluating 30 values out of 30
Overall-timings: Avg: 99.84266666666667, Max: 101.25, Min: 98.42999999999999
Variance (1.232595164407831e-32) too small, using delta distribution
Choosing distribution: expon
Variance (0.0) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 14
Running with params: {'batch_size': 256, 'learning_rate': 0.14343558338104598, 'max_steps': 190}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.14343558338104598_190
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Timings: Avg: 14.963333333333331, Max: 15.11, Min: 14.7
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 15
Running with params: {'batch_size': 128, 'learning_rate': 0.10963030447708935, 'max_steps': 840}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.10963030447708935_840
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Timings: Avg: 128.25533333333334, Max: 129.85, Min: 125.65
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 16
Running with params: {'batch_size': 128, 'learning_rate': 0.3545595482828272, 'max_steps': 280}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.3545595482828272_280
Launching 30 jobs, 30 in parallel
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Timings: Avg: 43.599666666666664, Max: 44.51, Min: 42.73
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 17
Running with params: {'batch_size': 2, 'learning_rate': 0.004083307212098962, 'max_steps': 220}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.004083307212098962_220
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.688666666666666, Max: 19.84, Min: 19.34
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 19.688666666666666, Max: 19.84, Min: 19.34
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.1093356479670479e-31) too small, using delta distribution
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: 51.88833333333332
Best-param: {'batch_size': 16, 'learning_rate': 0.0003, 'max_steps': 1000}
Optimization Iteration: 18
Running with params: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.004011029990551147_440
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.824666666666666, Max: 30.05, Min: 29.509999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.824666666666666, Max: 30.05, Min: 29.509999999999998
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.824666666666666
Score: 29.824666666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 19
Running with params: {'batch_size': 256, 'learning_rate': 6.723486865076445e-05, 'max_steps': 260}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_6.723486865076445e-05_260
Launching 30 jobs, 30 in parallel
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Timings: Avg: 15.337999999999997, Max: 15.45, Min: 15.05
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: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 20
Running with params: {'batch_size': 128, 'learning_rate': 0.0196827963601122, 'max_steps': 810}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.0196827963601122_810
Launching 30 jobs, 30 in parallel
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Timings: Avg: 121.88466666666666, Max: 123.69, Min: 119.36
Passed tests : 1
Failed tests : 29
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 21
Running with params: {'batch_size': 16, 'learning_rate': 0.00036655604251409227, 'max_steps': 590}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00036655604251409227_590
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.63666666666667, Max: 36.050000000000004, Min: 35.28
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.63666666666667, Max: 36.050000000000004, Min: 35.28
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.63666666666667
Score: 35.63666666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 22
Running with params: {'batch_size': 16, 'learning_rate': 0.0007832768929839324, 'max_steps': 570}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0007832768929839324_570
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.75333333333334, Max: 35.040000000000006, Min: 34.11
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3922322702763607
Evaluating 30 values out of 30
Overall-timings: Avg: 34.75333333333334, Max: 35.040000000000006, Min: 34.11
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.75333333333334
Score: 34.75333333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 23
Running with params: {'batch_size': 16, 'learning_rate': 0.0022727885413144403, 'max_steps': 590}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0022727885413144403_590
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.101000000000006, Max: 35.57, Min: 34.63
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 35.101000000000006 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 24
Running with params: {'batch_size': 16, 'learning_rate': 0.0009487469821756185, 'max_steps': 340}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0009487469821756185_340
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.15133333333333, Max: 35.620000000000005, Min: 34.769999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.5750727633241391
Evaluating 30 values out of 30
Overall-timings: Avg: 35.15133333333333, Max: 35.620000000000005, Min: 34.769999999999996
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.15133333333333
Score: 35.15133333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 25
Running with params: {'batch_size': 16, 'learning_rate': 0.00011392533440176545, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00011392533440176545_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.217999999999996, Max: 35.49, Min: 34.49
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.217999999999996, Max: 35.49, Min: 34.49
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 35.217999999999996
Score: 35.217999999999996
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 26
Running with params: {'batch_size': 16, 'learning_rate': 0.0050601196589206525, 'max_steps': 530}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0050601196589206525_530
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.26766666666666, Max: 35.6, Min: 34.65
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1080863910568921.0
Exceeding current best timeout: 35.26766666666666 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 27
Running with params: {'batch_size': 8, 'learning_rate': 0.00016936036458027622, 'max_steps': 370}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.00016936036458027622_370
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.10033333333334, Max: 35.46, Min: 34.730000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.10033333333334, Max: 35.46, Min: 34.730000000000004
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.10033333333334
Score: 35.10033333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 28
Running with params: {'batch_size': 32, 'learning_rate': 0.001090414383137074, 'max_steps': 690}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.001090414383137074_690
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.15800000000001, Max: 35.75, Min: 34.470000000000006
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059327573
Evaluating 30 values out of 30
Overall-timings: Avg: 35.15800000000001, Max: 35.75, Min: 34.470000000000006
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.15800000000001
Score: 35.15800000000001
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 29
Running with params: {'batch_size': 16, 'learning_rate': 2.128900990717752e-05, 'max_steps': 160}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_2.128900990717752e-05_160
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.207, Max: 35.49, Min: 34.599999999999994
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 1.0601364788040821
Exceeding current best timeout: 35.207 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 30
Running with params: {'batch_size': 16, 'learning_rate': 0.04644428184330337, 'max_steps': 240}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.04644428184330337_240
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.23466666666666, Max: 35.489999999999995, Min: 34.6
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 5.035312182550231
Exceeding current best timeout: 35.23466666666666 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 31
Running with params: {'batch_size': 16, 'learning_rate': 0.005959633082955847, 'max_steps': 440}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.005959633082955847_440
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.23166666666667, Max: 35.5, Min: 34.47
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.6695217895613618
Evaluating 30 values out of 30
Overall-timings: Avg: 35.23166666666667, Max: 35.5, Min: 34.47
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.23166666666667
Score: 35.23166666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 32
Running with params: {'batch_size': 8, 'learning_rate': 0.00018672711768092222, 'max_steps': 520}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.00018672711768092222_520
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.187666666666665, Max: 35.730000000000004, Min: 34.650000000000006
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 3.0
Exceeding current best timeout: 35.187666666666665 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 33
Running with params: {'batch_size': 4, 'learning_rate': 0.0007838575884494744, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.0007838575884494744_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.24933333333333, Max: 35.62, Min: 34.760000000000005
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 3656922897424841.0
Exceeding current best timeout: 35.24933333333333 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 34
Running with params: {'batch_size': 64, 'learning_rate': 0.0023068732397673246, 'max_steps': 330}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.0023068732397673246_330
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.266333333333336, Max: 35.58, Min: 34.75
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.266333333333336, Max: 35.58, Min: 34.75
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.266333333333336
Score: 35.266333333333336
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 35
Running with params: {'batch_size': 32, 'learning_rate': 0.00023619318002604064, 'max_steps': 980}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.00023619318002604064_980
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.14833333333333, Max: 35.54, Min: 34.6
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.35355339059327373
Evaluating 30 values out of 30
Overall-timings: Avg: 35.14833333333333, Max: 35.54, Min: 34.6
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 0.003912758953776511
All-Passed: True
Probabilty of failure: 0.003912758953776511
Runtime: 35.14833333333333
Score: 35.14833333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 36
Running with params: {'batch_size': 16, 'learning_rate': 0.0015693870972816539, 'max_steps': 400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0015693870972816539_400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.30733333333333, Max: 35.730000000000004, Min: 34.72
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059328683
Evaluating 30 values out of 30
Overall-timings: Avg: 35.30733333333333, Max: 35.730000000000004, Min: 34.72
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 1.6036498851478637e-185
All-Passed: True
Probabilty of failure: 1.6036498851478637e-185
Runtime: 35.30733333333333
Score: 35.30733333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 37
Running with params: {'batch_size': 2, 'learning_rate': 0.07458982979236749, 'max_steps': 470}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.07458982979236749_470
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.19566666666666, Max: 35.449999999999996, Min: 34.83
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3535533905932934
Evaluating 30 values out of 30
Overall-timings: Avg: 35.19566666666666, Max: 35.449999999999996, Min: 34.83
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 35.19566666666666
Score: 35.19566666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 38
Running with params: {'batch_size': 4, 'learning_rate': 0.008824695674433345, 'max_steps': 670}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.008824695674433345_670
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.21333333333334, Max: 35.54, Min: 34.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059327573
Evaluating 30 values out of 30
Overall-timings: Avg: 35.21333333333334, Max: 35.54, Min: 34.68
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.21333333333334
Score: 35.21333333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 39
Running with params: {'batch_size': 16, 'learning_rate': 4.010276312230992e-05, 'max_steps': 570}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_4.010276312230992e-05_570
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.212333333333326, Max: 35.529999999999994, Min: 34.71
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 882706427684545.0
Exceeding current best timeout: 35.212333333333326 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 40
Running with params: {'batch_size': 64, 'learning_rate': 0.0005568189812136231, 'max_steps': 410}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.0005568189812136231_410
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.118, Max: 35.55, Min: 34.55
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 28.237993197643327
Exceeding current best timeout: 35.118 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 41
Running with params: {'batch_size': 2, 'learning_rate': 7.383961874438998e-05, 'max_steps': 310}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_7.383961874438998e-05_310
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.23566666666667, Max: 35.510000000000005, Min: 34.59
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.23566666666667, Max: 35.510000000000005, Min: 34.59
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 5.942936998436124e-222
All-Passed: True
Probabilty of failure: 5.942936998436124e-222
Runtime: 35.23566666666667
Score: 35.23566666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 42
Running with params: {'batch_size': 4, 'learning_rate': 0.9706222199576732, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.9706222199576732_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.22633333333333, Max: 35.66, Min: 34.77
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.22633333333333, Max: 35.66, Min: 34.77
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: logistic
Probability of fail (non-zero): 0.0421602475290462
Exceeding max probability of failure: 0.0421602475290462
All-Passed: False
Probabilty of failure: 0.0421602475290462
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 43
Running with params: {'batch_size': 32, 'learning_rate': 0.011842544365672038, 'max_steps': 710}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.011842544365672038_710
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.20766666666667, Max: 35.519999999999996, Min: 34.66
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000056
Exceeding current best timeout: 35.20766666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 44
Running with params: {'batch_size': 16, 'learning_rate': 0.0032639515807115246, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0032639515807115246_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.193, Max: 35.57, Min: 34.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.5345224838248473
Evaluating 30 values out of 30
Overall-timings: Avg: 35.193, Max: 35.57, Min: 34.58
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.193
Score: 35.193
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 45
Running with params: {'batch_size': 8, 'learning_rate': 0.03096972573081394, 'max_steps': 910}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.03096972573081394_910
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.285000000000004, Max: 35.56, Min: 34.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.285000000000004, Max: 35.56, Min: 34.71
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.285000000000004
Score: 35.285000000000004
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 46
Running with params: {'batch_size': 256, 'learning_rate': 1.983806951773361e-05, 'max_steps': 750}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_1.983806951773361e-05_750
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.205000000000005, Max: 35.559999999999995, Min: 34.41
Passed tests : 28
Failed tests : 2
Converged: True
Convergence score: 0.7687114725936212
Evaluating 30 values out of 30
Overall-timings: Avg: 35.205000000000005, Max: 35.559999999999995, Min: 34.41
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Probability of fail (non-zero): 0.1686667407001584
Exceeding max probability of failure: 0.1686667407001584
All-Passed: False
Probabilty of failure: 0.1686667407001584
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 47
Running with params: {'batch_size': 64, 'learning_rate': 1.0479617272308003e-05, 'max_steps': 370}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_1.0479617272308003e-05_370
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.29233333333334, Max: 35.54, Min: 34.86
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1080863910568921.0
Exceeding current best timeout: 35.29233333333334 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 48
Running with params: {'batch_size': 16, 'learning_rate': 0.00038924307736783236, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00038924307736783236_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.19833333333333, Max: 35.46, Min: 34.800000000000004
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 35.19833333333333 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 49
Running with params: {'batch_size': 2, 'learning_rate': 0.23869940458625796, 'max_steps': 270}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.23869940458625796_270
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.30833333333333, Max: 35.67, Min: 34.760000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.30833333333333, Max: 35.67, Min: 34.760000000000005
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.30833333333333
Score: 35.30833333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 50
Running with params: {'batch_size': 128, 'learning_rate': 0.007360400657252105, 'max_steps': 450}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.007360400657252105_450
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.471333333333334, Max: 35.94, Min: 34.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7467286566323467
Evaluating 30 values out of 30
Overall-timings: Avg: 35.471333333333334, Max: 35.94, Min: 34.92
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: pareto
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.471333333333334
Score: 35.471333333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Upto iteration 50: {'batch_size': 3, 'learning_rate': 0.004011029990551147, 'max_steps': 440.0}
Optimization Iteration: 51
Running with params: {'batch_size': 256, 'learning_rate': 0.0007033240706322347, 'max_steps': 620}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.0007033240706322347_620
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.15566666666666, Max: 35.47, Min: 34.53
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059325414
Evaluating 30 values out of 30
Overall-timings: Avg: 35.15566666666666, Max: 35.47, Min: 34.53
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
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: 35.15566666666666
Score: 35.15566666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 52
Running with params: {'batch_size': 16, 'learning_rate': 0.0016660201877131998, 'max_steps': 170}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0016660201877131998_170
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.212333333333326, Max: 35.51, Min: 34.62
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.26726124191249856
Evaluating 30 values out of 30
Overall-timings: Avg: 35.212333333333326, Max: 35.51, Min: 34.62
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
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: 35.212333333333326
Score: 35.212333333333326
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 53
Running with params: {'batch_size': 4, 'learning_rate': 0.0011925859513071996, 'max_steps': 350}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.0011925859513071996_350
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.19133333333333, Max: 35.53, Min: 34.739999999999995
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.8333333333333333
Exceeding current best timeout: 35.19133333333333 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 54
Running with params: {'batch_size': 32, 'learning_rate': 0.003733166796238554, 'max_steps': 240}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.003733166796238554_240
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.154, Max: 35.620000000000005, Min: 34.510000000000005
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.7370712920176341
Evaluating 30 values out of 30
Overall-timings: Avg: 35.154, Max: 35.620000000000005, Min: 34.510000000000005
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: logistic
Probability of fail (non-zero): 0.07931011061466531
Exceeding max probability of failure: 0.07931011061466531
All-Passed: False
Probabilty of failure: 0.07931011061466531
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 55
Running with params: {'batch_size': 8, 'learning_rate': 0.0692474690055359, 'max_steps': 540}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.0692474690055359_540
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.17266666666667, Max: 35.410000000000004, Min: 34.46
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.17266666666667, Max: 35.410000000000004, Min: 34.46
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.17266666666667
Score: 35.17266666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 56
Running with params: {'batch_size': 16, 'learning_rate': 0.0002749399854405428, 'max_steps': 480}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.0002749399854405428_480
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.22133333333333, Max: 35.53, Min: 34.8
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.9373578266807593
Evaluating 30 values out of 30
Overall-timings: Avg: 35.22133333333333, Max: 35.53, Min: 34.8
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 5.088380229120062e-102
All-Passed: True
Probabilty of failure: 5.088380229120062e-102
Runtime: 35.22133333333333
Score: 35.22133333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 57
Running with params: {'batch_size': 128, 'learning_rate': 8.983337355145913e-05, 'max_steps': 770}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_8.983337355145913e-05_770
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.06666666666667, Max: 35.45, Min: 34.519999999999996
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000056
Exceeding current best timeout: 35.06666666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 58
Running with params: {'batch_size': 16, 'learning_rate': 0.025516200604074713, 'max_steps': 620}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.025516200604074713_620
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.23433333333333, Max: 35.57, Min: 34.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3535533905932734
Evaluating 30 values out of 30
Overall-timings: Avg: 35.23433333333333, Max: 35.57, Min: 34.6
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.23433333333333
Score: 35.23433333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 59
Running with params: {'batch_size': 64, 'learning_rate': 0.017114827484785083, 'max_steps': 920}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.017114827484785083_920
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.14266666666666, Max: 35.49, Min: 34.63
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000056
Exceeding current best timeout: 35.14266666666666 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 60
Running with params: {'batch_size': 256, 'learning_rate': 3.296498448979135e-05, 'max_steps': 420}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_3.296498448979135e-05_420
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.19566666666667, Max: 35.550000000000004, Min: 34.64
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000124
Exceeding current best timeout: 35.19566666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 61
Running with params: {'batch_size': 16, 'learning_rate': 0.00014478836161691704, 'max_steps': 140}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00014478836161691704_140
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.233999999999995, Max: 35.46, Min: 34.79
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000058
Exceeding current best timeout: 35.233999999999995 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 62
Running with params: {'batch_size': 2, 'learning_rate': 0.18857158145634045, 'max_steps': 820}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.18857158145634045_820
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.14833333333333, Max: 35.56, Min: 34.53
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7416290105703617
Evaluating 30 values out of 30
Overall-timings: Avg: 35.14833333333333, Max: 35.56, Min: 34.53
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: pareto
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.14833333333333
Score: 35.14833333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 63
Running with params: {'batch_size': 16, 'learning_rate': 0.4041534892998961, 'max_steps': 390}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.4041534892998961_390
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.163, Max: 35.48, Min: 34.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.163, Max: 35.48, Min: 34.63
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.163
Score: 35.163
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 64
Running with params: {'batch_size': 128, 'learning_rate': 0.00047991247929279315, 'max_steps': 210}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_128_0.00047991247929279315_210
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.17899999999999, Max: 35.589999999999996, Min: 34.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3535533905932734
Evaluating 30 values out of 30
Overall-timings: Avg: 35.17899999999999, Max: 35.589999999999996, Min: 34.54
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.17899999999999
Score: 35.17899999999999
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 65
Running with params: {'batch_size': 8, 'learning_rate': 0.00219167893277168, 'max_steps': 110}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.00219167893277168_110
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.24166666666667, Max: 35.46, Min: 34.7
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1062850412779363.0
Exceeding current best timeout: 35.24166666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 66
Running with params: {'batch_size': 8, 'learning_rate': 0.00018652532991885774, 'max_steps': 360}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.00018652532991885774_360
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.217666666666666, Max: 35.419999999999995, Min: 34.63
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 35.217666666666666 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 67
Running with params: {'batch_size': 8, 'learning_rate': 5.2014137301741645e-05, 'max_steps': 260}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_5.2014137301741645e-05_260
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.11333333333334, Max: 35.48, Min: 34.5
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.30151134457773016
Evaluating 30 values out of 30
Overall-timings: Avg: 35.11333333333334, Max: 35.48, Min: 34.5
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 35.11333333333334
Score: 35.11333333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 68
Running with params: {'batch_size': 8, 'learning_rate': 0.00012010550588671506, 'max_steps': 320}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.00012010550588671506_320
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.35766666666666, Max: 35.58, Min: 35.050000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.35766666666666, Max: 35.58, Min: 35.050000000000004
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.35766666666666
Score: 35.35766666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 69
Running with params: {'batch_size': 8, 'learning_rate': 0.0012557863944585661, 'max_steps': 240}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.0012557863944585661_240
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.04966666666667, Max: 35.4, Min: 34.17
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.04966666666667, Max: 35.4, Min: 34.17
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.04966666666667
Score: 35.04966666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 70
Running with params: {'batch_size': 8, 'learning_rate': 0.005119887733628792, 'max_steps': 240}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.005119887733628792_240
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.217999999999996, Max: 35.459999999999994, Min: 34.48
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.217999999999996, Max: 35.459999999999994, Min: 34.48
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
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: 35.217999999999996
Score: 35.217999999999996
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 71
Running with params: {'batch_size': 32, 'learning_rate': 0.010405687957142161, 'max_steps': 170}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.010405687957142161_170
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.183, Max: 35.52, Min: 34.75
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 13.749920312998201
Exceeding current best timeout: 35.183 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 72
Running with params: {'batch_size': 4, 'learning_rate': 0.0013268356131862066, 'max_steps': 280}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_4_0.0013268356131862066_280
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.053, Max: 35.400000000000006, Min: 34.64
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.9591104014197678
Evaluating 30 values out of 30
Overall-timings: Avg: 35.053, Max: 35.400000000000006, Min: 34.64
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 1.3646423185739127e-101
All-Passed: True
Probabilty of failure: 1.3646423185739127e-101
Runtime: 35.053
Score: 35.053
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 73
Running with params: {'batch_size': 16, 'learning_rate': 0.00249164757721328, 'max_steps': 140}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00249164757721328_140
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.105333333333334, Max: 35.39, Min: 34.54
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000038
Exceeding current best timeout: 35.105333333333334 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 74
Running with params: {'batch_size': 8, 'learning_rate': 0.0008089624685615777, 'max_steps': 550}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_8_0.0008089624685615777_550
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.16433333333334, Max: 35.47, Min: 34.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7785142107756794
Evaluating 30 values out of 30
Overall-timings: Avg: 35.16433333333334, Max: 35.47, Min: 34.71
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.16433333333334
Score: 35.16433333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 75
Running with params: {'batch_size': 64, 'learning_rate': 0.00029047392068367483, 'max_steps': 180}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_64_0.00029047392068367483_180
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.189, Max: 34.55, Min: 33.67
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1080863910568921.0
Exceeding current best timeout: 34.189 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 76
Running with params: {'batch_size': 16, 'learning_rate': 0.006853606841844734, 'max_steps': 230}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.006853606841844734_230
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.532000000000004, Max: 33.94, Min: 33.05
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.8270012775283304
Evaluating 30 values out of 30
Overall-timings: Avg: 33.532000000000004, Max: 33.94, Min: 33.05
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.532000000000004
Score: 33.532000000000004
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 77
Running with params: {'batch_size': 16, 'learning_rate': 0.00790655581741528, 'max_steps': 460}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.00790655581741528_460
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.47833333333333, Max: 33.769999999999996, Min: 33.05
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.35355339059324575
Evaluating 30 values out of 30
Overall-timings: Avg: 33.47833333333333, Max: 33.769999999999996, Min: 33.05
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.47833333333333
Score: 33.47833333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 78
Running with params: {'batch_size': 16, 'learning_rate': 0.039333665452427946, 'max_steps': 220}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.039333665452427946_220
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.42033333333333, Max: 33.800000000000004, Min: 32.95
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 1.0000000000000058
Exceeding current best timeout: 33.42033333333333 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 79
Running with params: {'batch_size': 16, 'learning_rate': 0.007194121301137847, 'max_steps': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.007194121301137847_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.593, Max: 34.07, Min: 33.190000000000005
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.7467286566323424
Evaluating 30 values out of 30
Overall-timings: Avg: 33.593, Max: 34.07, Min: 33.190000000000005
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Probability of fail (non-zero): 0.025466504695343204
Exceeding max probability of failure: 0.025466504695343204
All-Passed: False
Probabilty of failure: 0.025466504695343204
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 80
Running with params: {'batch_size': 16, 'learning_rate': 0.06891070770852518, 'max_steps': 340}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.06891070770852518_340
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.408, Max: 33.7, Min: 32.940000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3535533905932934
Evaluating 30 values out of 30
Overall-timings: Avg: 33.408, Max: 33.7, Min: 32.940000000000005
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 33.408
Score: 33.408
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 81
Running with params: {'batch_size': 16, 'learning_rate': 0.076069234884082, 'max_steps': 430}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.076069234884082_430
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.361999999999995, Max: 33.900000000000006, Min: 32.78
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.9080681632930442
Evaluating 30 values out of 30
Overall-timings: Avg: 33.361999999999995, Max: 33.900000000000006, Min: 32.78
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.361999999999995
Score: 33.361999999999995
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 82
Running with params: {'batch_size': 16, 'learning_rate': 0.5160276727294997, 'max_steps': 340}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_16_0.5160276727294997_340
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.325333333333326, Max: 33.830000000000005, Min: 32.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.5345224838248473
Evaluating 30 values out of 30
Overall-timings: Avg: 33.325333333333326, Max: 33.830000000000005, Min: 32.66
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail (non-zero): 5.887779581415838e-124
All-Passed: True
Probabilty of failure: 5.887779581415838e-124
Runtime: 33.325333333333326
Score: 33.325333333333326
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 83
Running with params: {'batch_size': 256, 'learning_rate': 0.961465588730263, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.961465588730263_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.343, Max: 33.8, Min: 32.78
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7239625442549693
Evaluating 30 values out of 30
Overall-timings: Avg: 33.343, Max: 33.8, Min: 32.78
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.343
Score: 33.343
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 84
Running with params: {'batch_size': 256, 'learning_rate': 0.8431123136701848, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.8431123136701848_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.25366666666667, Max: 33.68, Min: 32.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7359362120789472
Evaluating 30 values out of 30
Overall-timings: Avg: 33.25366666666667, Max: 33.68, Min: 32.68
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: pareto
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.25366666666667
Score: 33.25366666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 85
Running with params: {'batch_size': 256, 'learning_rate': 0.5868993545119221, 'max_steps': 190}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.5868993545119221_190
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.377, Max: 33.67, Min: 32.82
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000038
Exceeding current best timeout: 33.377 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 86
Running with params: {'batch_size': 256, 'learning_rate': 0.12971261189895214, 'max_steps': 390}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.12971261189895214_390
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.457, Max: 33.82, Min: 32.949999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.457, Max: 33.82, Min: 32.949999999999996
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.457
Score: 33.457
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 87
Running with params: {'batch_size': 256, 'learning_rate': 0.41488329900256526, 'max_steps': 290}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.41488329900256526_290
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.44166666666667, Max: 33.87, Min: 32.96
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3015113445776967
Evaluating 30 values out of 30
Overall-timings: Avg: 33.44166666666667, Max: 33.87, Min: 32.96
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
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: 33.44166666666667
Score: 33.44166666666667
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 88
Running with params: {'batch_size': 256, 'learning_rate': 0.31784515952139314, 'max_steps': 270}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_256_0.31784515952139314_270
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.35033333333333, Max: 33.62, Min: 32.81999999999999
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 540431955284461.0
Exceeding current best timeout: 33.35033333333333 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 89
Running with params: {'batch_size': 2, 'learning_rate': 0.7210601753385408, 'max_steps': 330}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.7210601753385408_330
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.29633333333334, Max: 33.65, Min: 32.78
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.29633333333334, Max: 33.65, Min: 32.78
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
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: 33.29633333333334
Score: 33.29633333333334
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 90
Running with params: {'batch_size': 2, 'learning_rate': 0.8142181935403672, 'max_steps': 320}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.8142181935403672_320
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.36766666666667, Max: 33.86, Min: 32.809999999999995
Passed tests : 29
Failed tests : 1
Converged: False
Convergence score: 1.0307170751258252
Exceeding current best timeout: 33.36766666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 91
Running with params: {'batch_size': 2, 'learning_rate': 0.1977195389331003, 'max_steps': 610}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.1977195389331003_610
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.33866666666667, Max: 33.61, Min: 33.02
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000056
Exceeding current best timeout: 33.33866666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 92
Running with params: {'batch_size': 2, 'learning_rate': 0.785301678980378, 'max_steps': 370}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.785301678980378_370
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.324666666666666, Max: 33.71, Min: 32.94
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3333333333333888
Evaluating 30 values out of 30
Overall-timings: Avg: 33.324666666666666, Max: 33.71, Min: 32.94
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 33.324666666666666
Score: 33.324666666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 93
Running with params: {'batch_size': 2, 'learning_rate': 0.05221798156209101, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.05221798156209101_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.33166666666666, Max: 33.64, Min: 32.91
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.33166666666666, Max: 33.64, Min: 32.91
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.33166666666666
Score: 33.33166666666666
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 94
Running with params: {'batch_size': 2, 'learning_rate': 0.15513039757597036, 'max_steps': 260}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_2_0.15513039757597036_260
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.359, Max: 33.620000000000005, Min: 32.88
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 33.359 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 95
Running with params: {'batch_size': 32, 'learning_rate': 0.09278182768133401, 'max_steps': 410}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.09278182768133401_410
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.29633333333333, Max: 33.67, Min: 32.84
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.5852057359806562
Evaluating 30 values out of 30
Overall-timings: Avg: 33.29633333333333, Max: 33.67, Min: 32.84
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: pareto
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.29633333333333
Score: 33.29633333333333
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 96
Running with params: {'batch_size': 32, 'learning_rate': 0.09456901716384078, 'max_steps': 650}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.09456901716384078_650
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.316, Max: 33.61, Min: 33.01
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 1.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.316, Max: 33.61, Min: 33.01
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Choosing distribution: expon
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.316
Score: 33.316
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 97
Running with params: {'batch_size': 32, 'learning_rate': 0.013184044275164593, 'max_steps': 520}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.013184044275164593_520
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.260666666666665, Max: 33.62, Min: 32.86
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.3535533905932934
Evaluating 30 values out of 30
Overall-timings: Avg: 33.260666666666665, Max: 33.62, Min: 32.86
Variance (0.0) too small, using delta distribution
Choosing distribution: gumbel_l
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 3.707493477972922e-277
All-Passed: True
Probabilty of failure: 3.707493477972922e-277
Runtime: 33.260666666666665
Score: 33.260666666666665
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 98
Running with params: {'batch_size': 32, 'learning_rate': 0.01515034903498595, 'max_steps': 520}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.01515034903498595_520
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.35233333333334, Max: 33.64, Min: 32.970000000000006
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.000000000000006
Exceeding current best timeout: 33.35233333333334 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 99
Running with params: {'batch_size': 32, 'learning_rate': 0.02099243043917861, 'max_steps': 740}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.02099243043917861_740
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.36166666666667, Max: 33.74, Min: 32.8
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: inf
Exceeding current best timeout: 33.36166666666667 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Optimization Iteration: 100
Running with params: {'batch_size': 32, 'learning_rate': 0.026745664822262392, 'max_steps': 870}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597796018/assert_64578924_32_0.026745664822262392_870
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.285999999999994, Max: 33.63, Min: 32.86
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.0000000000000056
Exceeding current best timeout: 33.285999999999994 > 29.824666666666666
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 29.824666666666666
Best-param: {'batch_size': 16, 'learning_rate': 0.004011029990551147, 'max_steps': 440}
Upto iteration 100: {'batch_size': 3, 'learning_rate': 0.004011029990551147, 'max_steps': 440.0}
Breaking...
{'batch_size': 3, 'learning_rate': 0.004011029990551147, 'max_steps': 440.0}
Best score: 29.824666666666666
Repeated params: 0
Trials: 101
Best param {'batch_size': 3, 'learning_rate': 0.004011029990551147, 'max_steps': 440.0}
Reduction: 42.52144027237978%
Speedup: 1.7397791537206335x
Optimizer time: 3949.518641471863
