#skipF
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_recurrent_ppo
Params: learning_rate,226,50,ParamType.LR,0.001
max_steps,232,18,ParamType.ITER,5000
batch_size,226,69,ParamType.CHAINS,64
Assertion: assert all(reward > success_threshold for reward in processed_rewards)
Original runtime: 120.25
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_0.001_5000_64
Launching 30 jobs, 30 in parallel
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Timings: Avg: 116.60833333333332, Max: 121.71, Min: 112.74
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 116.60833333333332, Max: 121.71, Min: 112.74
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: 116.60833333333332
Score: 116.60833333333332
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
>>Setting original runtime to 116.60833333333332
Optimization Iteration: 1
Running with params: {'batch_size': 2, 'learning_rate': 0.5095394794908922, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.5095394794908922_1000
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Timings: Avg: 3.6083333333333343, Max: 3.67, Min: 3.54
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 2
Running with params: {'batch_size': 2, 'learning_rate': 1.6487276858741753e-05, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_1.6487276858741753e-05_1000
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Timings: Avg: 3.6049999999999995, Max: 3.66, Min: 3.51
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 3
Running with params: {'batch_size': 64, 'learning_rate': 0.187276443087229, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_64_0.187276443087229_900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.478, Max: 22.74, Min: 22.0
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 4
Running with params: {'batch_size': 32, 'learning_rate': 3.032509005203545e-05, 'max_steps': 2300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_32_3.032509005203545e-05_2300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 3.603333333333333, Max: 3.66, Min: 3.54
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 5
Running with params: {'batch_size': 256, 'learning_rate': 0.0033748299917026646, 'max_steps': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.0033748299917026646_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 12.574666666666666, Max: 12.76, Min: 12.32
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 6
Running with params: {'batch_size': 256, 'learning_rate': 0.010043984645423127, 'max_steps': 1000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.010043984645423127_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 13.066333333333334, Max: 13.34, Min: 12.879999999999999
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 7
Running with params: {'batch_size': 32, 'learning_rate': 0.0007898522096748529, 'max_steps': 3200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_32_0.0007898522096748529_3200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 3.5933333333333333, Max: 3.63, Min: 3.53
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 8
Running with params: {'batch_size': 16, 'learning_rate': 0.24588577884629115, 'max_steps': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_16_0.24588577884629115_300
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Timings: Avg: 3.610666666666667, Max: 3.67, Min: 3.4699999999999998
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 9
Running with params: {'batch_size': 2, 'learning_rate': 0.0008555673508175711, 'max_steps': 1200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.0008555673508175711_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 3.591333333333333, Max: 3.66, Min: 3.49
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 10
Running with params: {'batch_size': 16, 'learning_rate': 0.0003533336556843334, 'max_steps': 3500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_16_0.0003533336556843334_3500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 3.606, Max: 3.66, Min: 3.56
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 11
Running with params: {'batch_size': 256, 'learning_rate': 0.5739171060016952, 'max_steps': 1600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.5739171060016952_1600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 14.733666666666668, Max: 14.96, Min: 14.51
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 12
Running with params: {'batch_size': 16, 'learning_rate': 1.3911076335956151e-05, 'max_steps': 3100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_16_1.3911076335956151e-05_3100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 3.6339999999999995, Max: 3.6799999999999997, Min: 3.5300000000000002
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 13
Running with params: {'batch_size': 256, 'learning_rate': 0.010512669763861313, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.010512669763861313_100
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Timings: Avg: 10.655666666666669, Max: 10.8, Min: 10.42
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 14
Running with params: {'batch_size': 32, 'learning_rate': 0.004372953070034236, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_32_0.004372953070034236_100
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Timings: Avg: 3.6289999999999996, Max: 3.67, Min: 3.58
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 15
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.0007399874556628257_1100
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_32_0.05334506266784095_1600
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Optimization Iteration: 17
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_16_0.00325768100570174_1100
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Optimization Iteration: 18
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.04867407966082752_1300
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_0.007318901095710951_1300
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Optimization Iteration: 20
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.09986237331930645_1900
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Optimization Iteration: 21
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.8294446895278381_500
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Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 22
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_0.00011265538242163846_500
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Timings: Avg: 3.6086666666666662, Max: 3.66, Min: 3.54
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Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 23
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.047439484427336434_4900
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Timings: Avg: 3.6246666666666654, Max: 3.66, Min: 3.5599999999999996
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Failed tests : 30
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Probabilty of failure: 1.0
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Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 24
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.8515130002738234_500
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Timings: Avg: 18.990666666666673, Max: 19.400000000000002, Min: 18.64
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 25
Running with params: {'batch_size': 4, 'learning_rate': 7.681109273261989e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_7.681109273261989e-05_200
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Timings: Avg: 3.6166666666666667, Max: 3.67, Min: 3.55
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Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 26
Running with params: {'batch_size': 8, 'learning_rate': 0.02132954014023482, 'max_steps': 4900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.02132954014023482_4900
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Timings: Avg: 3.6000000000000005, Max: 3.64, Min: 3.54
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 27
Running with params: {'batch_size': 128, 'learning_rate': 0.4531104434003883, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.4531104434003883_600
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Timings: Avg: 18.55666666666667, Max: 18.919999999999998, Min: 18.229999999999997
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 28
Running with params: {'batch_size': 4, 'learning_rate': 4.434617080384326e-05, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_4.434617080384326e-05_200
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Timings: Avg: 3.61, Max: 3.65, Min: 3.53
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 29
Running with params: {'batch_size': 8, 'learning_rate': 0.02652593193760699, 'max_steps': 4900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.02652593193760699_4900
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Timings: Avg: 3.6180000000000008, Max: 3.67, Min: 3.54
Passed tests : 0
Failed tests : 30
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.30971532785589667_700
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_64_4.249127119430276e-05_200
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Optimization Iteration: 32
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.11343340331950649_2500
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Optimization Iteration: 33
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.3012247333637943_300
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_64_0.00022809510714906126_300
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.08920113468290237_2500
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Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 36
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.1474726887289363_1800
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Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 37
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.7444124110524198_400
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Timings: Avg: 16.243000000000002, Max: 16.38, Min: 16.0
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Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 38
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.0013246590873845557_800
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Timings: Avg: 3.590000000000001, Max: 3.6500000000000004, Min: 3.48
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Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
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Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 39
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_0.0001526621670673946_400
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Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 40
Running with params: {'batch_size': 4, 'learning_rate': 2.1622125925379713e-05, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_2.1622125925379713e-05_900
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Timings: Avg: 3.6390000000000002, Max: 3.67, Min: 3.5799999999999996
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 41
Running with params: {'batch_size': 8, 'learning_rate': 0.020585479053351542, 'max_steps': 4000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.020585479053351542_4000
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 42
Running with params: {'batch_size': 8, 'learning_rate': 0.046698912314610416, 'max_steps': 3900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.046698912314610416_3900
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Timings: Avg: 3.621000000000001, Max: 3.67, Min: 3.49
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 43
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Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_128_0.9643152444759663_100
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Timings: Avg: 11.661333333333335, Max: 11.770000000000001, Min: 11.31
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Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 44
Running with params: {'batch_size': 64, 'learning_rate': 0.00169861585612474, 'max_steps': 600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_64_0.00169861585612474_600
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Timings: Avg: 18.25166666666667, Max: 18.61, Min: 17.92
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 45
Running with params: {'batch_size': 4, 'learning_rate': 0.00046069225209103144, 'max_steps': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_4_0.00046069225209103144_200
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Timings: Avg: 3.6379999999999995, Max: 3.69, Min: 3.52
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 46
Running with params: {'batch_size': 32, 'learning_rate': 7.113079764693385e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_32_7.113079764693385e-05_100
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Timings: Avg: 3.6046666666666662, Max: 3.6599999999999997, Min: 3.43
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 47
Running with params: {'batch_size': 8, 'learning_rate': 0.012060220840372456, 'max_steps': 2100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_8_0.012060220840372456_2100
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Timings: Avg: 3.6253333333333333, Max: 3.66, Min: 3.5
Passed tests : 0
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
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Running with params: {'batch_size': 2, 'learning_rate': 0.005153961847365041, 'max_steps': 1500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_2_0.005153961847365041_1500
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Timings: Avg: 3.623666666666667, Max: 3.66, Min: 3.5700000000000003
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 49
Running with params: {'batch_size': 16, 'learning_rate': 0.5255401882300957, 'max_steps': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_16_0.5255401882300957_700
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Timings: Avg: 3.6226666666666665, Max: 3.67, Min: 3.56
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Optimization Iteration: 50
Running with params: {'batch_size': 256, 'learning_rate': 0.42911812224774815, 'max_steps': 900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597771465_ml-agents/run_1597781869/assert_62470885_256_0.42911812224774815_900
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Timings: Avg: 12.838, Max: 12.99, Min: 12.59
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: 116.60833333333332
Best-param: {'learning_rate': 0.001, 'max_steps': 5000, 'batch_size': 64}
Exception>>>
Traceback (most recent call last):
  File "optimizer.py", line 65, in run_optimizer
    result, trialsobj = bayesopt.sample()
  File "/mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/src/strategy/bayesopt.py", line 143, in sample
    verbose=True, timeout=6000)
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/fmin.py", line 482, in fmin
    show_progressbar=show_progressbar,
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 686, in fmin
    show_progressbar=show_progressbar,
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/fmin.py", line 516, in fmin
    return trials.argmin
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 622, in argmin
    best_trial = self.best_trial
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 613, in best_trial
    raise AllTrialsFailed
hyperopt.exceptions.AllTrialsFailed

Optimizer time: 518.4920575618744
