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_advanced_sac
Params: learning_rate,288,22,ParamType.LR,0.0003
batch_size,287,19,ParamType.CHAINS,16
max_steps,295,18,ParamType.ITER,100
Assertion: assert all(reward > success_threshold for reward in processed_rewards)
Original runtime: 80.90100000000001
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_0.0003_16_100
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 7...
Iter 6...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 18...
Iter 17...
Iter 25...
Iter 19...
Iter 24...
Iter 21...
Iter 20...
Iter 23...
Iter 22...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 79.82066666666665, Max: 82.17999999999999, Min: 77.63000000000001
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 79.82066666666665, Max: 82.17999999999999, Min: 77.63000000000001
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 79.82066666666665
Score: 79.82066666666665
Best-score: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
>>Setting original runtime to 79.82066666666665
Optimization Iteration: 1
Running with params: {'batch_size': 8, 'learning_rate': 0.003306152326434611, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.003306152326434611_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 1...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 9...
Iter 7...
Iter 8...
Iter 10...
Iter 12...
Iter 11...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 26...
Iter 27...
Iter 24...
Iter 28...
Iter 29...
Timings: Avg: 41.881, Max: 42.71, Min: 40.959999999999994
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: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 2
Running with params: {'batch_size': 4, 'learning_rate': 0.008733286010227067, 'max_steps': 70}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.008733286010227067_70
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 40.732, Max: 41.709999999999994, Min: 39.699999999999996
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: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 3
Running with params: {'batch_size': 32, 'learning_rate': 0.05658219649329013, 'max_steps': 90}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.05658219649329013_90
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 12...
Iter 11...
Iter 10...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 19...
Iter 18...
Iter 20...
Iter 17...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 122.92666666666668, Max: 126.37, Min: 120.71
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: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 4
Running with params: {'batch_size': 64, 'learning_rate': 0.025639954049530626, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.025639954049530626_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 25...
Iter 23...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 24.666, Max: 25.020000000000003, Min: 24.03
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.666, Max: 25.020000000000003, Min: 24.03
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 5
Running with params: {'batch_size': 32, 'learning_rate': 0.00424442474913402, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.00424442474913402_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Iter 25...
Timings: Avg: 24.37433333333333, Max: 24.720000000000002, Min: 23.77
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: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 6
Running with params: {'batch_size': 64, 'learning_rate': 1.6322992344563402e-05, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_1.6322992344563402e-05_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 15...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 27...
Iter 24...
Iter 28...
Iter 29...
Iter 26...
Timings: Avg: 25.282333333333334, Max: 26.09, Min: 24.54
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: 79.82066666666665
Best-param: {'learning_rate': 0.0003, 'batch_size': 16, 'max_steps': 100}
Optimization Iteration: 7
Running with params: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0019789444910433833_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 14...
Iter 12...
Iter 13...
Iter 16...
Iter 15...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 44.086000000000006, Max: 45.09, Min: 42.870000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 44.086000000000006, Max: 45.09, Min: 42.870000000000005
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 44.086000000000006
Score: 44.086000000000006
Best-score: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 8
Running with params: {'batch_size': 4, 'learning_rate': 0.01147194839099827, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.01147194839099827_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 22...
Iter 21...
Iter 25...
Iter 24...
Iter 26...
Iter 23...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 32.394999999999996, Max: 32.79, Min: 31.73
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 9
Running with params: {'batch_size': 4, 'learning_rate': 0.008115288932869428, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.008115288932869428_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 16...
Iter 14...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 27...
Iter 25...
Iter 26...
Iter 24...
Iter 29...
Iter 28...
Timings: Avg: 30.835666666666665, Max: 31.27, Min: 30.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.835666666666665, Max: 31.27, Min: 30.04
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (1.1093356479670479e-31) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 10
Running with params: {'batch_size': 16, 'learning_rate': 2.296617389117038e-05, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_2.296617389117038e-05_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 14...
Iter 12...
Iter 13...
Iter 16...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 27...
Iter 28...
Iter 24...
Iter 25...
Iter 29...
Iter 26...
Timings: Avg: 24.252000000000002, Max: 24.53, Min: 23.81
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 11
Running with params: {'batch_size': 256, 'learning_rate': 0.13990190358736182, 'max_steps': 70}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.13990190358736182_70
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 28...
Iter 26...
Iter 29...
Iter 27...
Timings: Avg: 25.402333333333335, Max: 25.74, Min: 24.57
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 12
Running with params: {'batch_size': 32, 'learning_rate': 0.0018091674207082015, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.0018091674207082015_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 14...
Iter 12...
Iter 15...
Iter 16...
Iter 18...
Iter 17...
Iter 21...
Iter 20...
Iter 22...
Iter 19...
Iter 23...
Iter 24...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Iter 26...
Timings: Avg: 69.84833333333334, Max: 71.63, Min: 68.16
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 69.84833333333334, Max: 71.63, Min: 68.16
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 69.84833333333334
Score: 69.84833333333334
Best-score: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 13
Running with params: {'batch_size': 128, 'learning_rate': 0.00023507712635160793, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.00023507712635160793_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 24.360666666666667, Max: 24.599999999999998, Min: 23.84
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 14
Running with params: {'batch_size': 256, 'learning_rate': 0.002027331747264804, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.002027331747264804_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 12...
Iter 11...
Iter 10...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 29...
Iter 28...
Timings: Avg: 24.296666666666667, Max: 24.56, Min: 23.88
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 15
Running with params: {'batch_size': 8, 'learning_rate': 0.39127798671516356, 'max_steps': 80}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.39127798671516356_80
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 15...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 27...
Iter 25...
Iter 29...
Iter 28...
Iter 26...
Timings: Avg: 50.46566666666667, Max: 51.85, Min: 49.26
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 16
Running with params: {'batch_size': 2, 'learning_rate': 1.1363312007922351e-05, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_1.1363312007922351e-05_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 13...
Iter 12...
Iter 11...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 15...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 28...
Iter 29...
Timings: Avg: 30.185, Max: 30.54, Min: 29.73
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 17
Running with params: {'batch_size': 128, 'learning_rate': 0.0058046441710617415, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.0058046441710617415_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 24.935000000000006, Max: 25.22, Min: 24.15
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.935000000000006, Max: 25.22, Min: 24.15
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 18
Running with params: {'batch_size': 64, 'learning_rate': 0.5946055055311, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.5946055055311_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 15...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 28...
Iter 26...
Iter 29...
Iter 27...
Timings: Avg: 24.51633333333333, Max: 24.79, Min: 23.770000000000003
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 19
Running with params: {'batch_size': 32, 'learning_rate': 8.246203785963437e-05, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_8.246203785963437e-05_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 29...
Iter 28...
Iter 26...
Iter 27...
Timings: Avg: 24.840333333333337, Max: 25.11, Min: 24.37
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 20
Running with params: {'batch_size': 64, 'learning_rate': 0.023389987532846452, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.023389987532846452_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 11...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 28...
Iter 29...
Timings: Avg: 24.881000000000004, Max: 25.16, Min: 24.29
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: 44.086000000000006
Best-param: {'batch_size': 8, 'learning_rate': 0.0019789444910433833, 'max_steps': 60}
Optimization Iteration: 21
Running with params: {'batch_size': 8, 'learning_rate': 0.0006012048845855045, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0006012048845855045_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 14...
Iter 12...
Iter 16...
Iter 15...
Iter 17...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 42.45433333333333, Max: 43.21, Min: 41.55
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 42.45433333333333, Max: 43.21, Min: 41.55
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 42.45433333333333
Score: 42.45433333333333
Best-score: 42.45433333333333
Best-param: {'batch_size': 8, 'learning_rate': 0.0006012048845855045, 'max_steps': 50}
Optimization Iteration: 22
Running with params: {'batch_size': 8, 'learning_rate': 0.0005927169694576637, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0005927169694576637_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 42.507999999999996, Max: 43.190000000000005, Min: 41.62
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 42.507999999999996, Max: 43.190000000000005, Min: 41.62
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 42.507999999999996
Score: 42.507999999999996
Best-score: 42.45433333333333
Best-param: {'batch_size': 8, 'learning_rate': 0.0006012048845855045, 'max_steps': 50}
Optimization Iteration: 23
Running with params: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00045929624745907297_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 40.00400000000001, Max: 40.620000000000005, Min: 39.050000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 40.00400000000001, Max: 40.620000000000005, Min: 39.050000000000004
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.00400000000001
Score: 40.00400000000001
Best-score: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 24
Running with params: {'batch_size': 8, 'learning_rate': 9.189581874953318e-05, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_9.189581874953318e-05_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 16...
Iter 17...
Iter 14...
Iter 15...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 27...
Iter 24...
Iter 28...
Iter 29...
Iter 26...
Timings: Avg: 40.28433333333333, Max: 41.25, Min: 39.46
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: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 25
Running with params: {'batch_size': 2, 'learning_rate': 0.00045312735012205185, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.00045312735012205185_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 14...
Iter 12...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Iter 29...
Timings: Avg: 34.086000000000006, Max: 34.58, Min: 33.449999999999996
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: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 26
Running with params: {'batch_size': 16, 'learning_rate': 4.676249932261523e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_4.676249932261523e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 4...
Iter 3...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 15...
Iter 12...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 27...
Iter 28...
Iter 25...
Iter 26...
Iter 29...
Timings: Avg: 45.34, Max: 45.970000000000006, Min: 44.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 45.34, Max: 45.970000000000006, Min: 44.71
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 27
Running with params: {'batch_size': 8, 'learning_rate': 0.0006184976591087476, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0006184976591087476_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 8...
Iter 9...
Iter 7...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 14...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 24...
Iter 23...
Iter 25...
Iter 26...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 34.89066666666667, Max: 35.39, Min: 34.34
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 28
Running with params: {'batch_size': 8, 'learning_rate': 0.000270027246592913, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.000270027246592913_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 46.03866666666667, Max: 46.96, Min: 44.940000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 46.03866666666667, Max: 46.96, Min: 44.940000000000005
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 46.03866666666667
Score: 46.03866666666667
Best-score: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 29
Running with params: {'batch_size': 8, 'learning_rate': 0.0009085745977283826, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0009085745977283826_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 25...
Iter 26...
Iter 23...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 43.57266666666667, Max: 44.589999999999996, Min: 42.47
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: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 30
Running with params: {'batch_size': 8, 'learning_rate': 0.00011965105453622734, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00011965105453622734_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 15...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 40.26566666666667, Max: 41.050000000000004, Min: 39.76
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: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 31
Running with params: {'batch_size': 16, 'learning_rate': 0.0010893287454556914, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_0.0010893287454556914_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 21...
Iter 20...
Iter 22...
Iter 25...
Iter 23...
Iter 27...
Iter 24...
Iter 29...
Iter 28...
Iter 26...
Timings: Avg: 61.55933333333334, Max: 62.940000000000005, Min: 59.9
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 61.55933333333334, Max: 62.940000000000005, Min: 59.9
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 61.55933333333334
Score: 61.55933333333334
Best-score: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 32
Running with params: {'batch_size': 256, 'learning_rate': 3.433897980833372e-05, 'max_steps': 90}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_3.433897980833372e-05_90
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 29...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Timings: Avg: 26.381666666666664, Max: 26.68, Min: 25.82
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: 40.00400000000001
Best-param: {'batch_size': 8, 'learning_rate': 0.00045929624745907297, 'max_steps': 40}
Optimization Iteration: 33
Running with params: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.00021481782012863283_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 28...
Iter 29...
Iter 24...
Iter 27...
Iter 26...
Iter 25...
Timings: Avg: 32.54233333333333, Max: 33.0, Min: 31.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.54233333333333, Max: 33.0, Min: 31.68
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.54233333333333
Score: 32.54233333333333
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 34
Running with params: {'batch_size': 2, 'learning_rate': 0.00016072971160871542, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.00016072971160871542_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 24...
Iter 20...
Iter 19...
Iter 21...
Iter 25...
Iter 22...
Iter 26...
Iter 27...
Iter 23...
Iter 28...
Iter 29...
Timings: Avg: 32.88066666666666, Max: 33.25, Min: 32.25
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 35
Running with params: {'batch_size': 2, 'learning_rate': 0.00026520764775844356, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.00026520764775844356_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 31.605666666666668, Max: 31.96, Min: 30.91
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 36
Running with params: {'batch_size': 2, 'learning_rate': 4.6547231220343084e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_4.6547231220343084e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 21...
Iter 18...
Iter 17...
Iter 22...
Iter 23...
Iter 19...
Iter 20...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Iter 29...
Timings: Avg: 33.27366666666667, Max: 33.74, Min: 32.37
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 37
Running with params: {'batch_size': 2, 'learning_rate': 0.0035765345239037664, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.0035765345239037664_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 28...
Iter 29...
Timings: Avg: 32.18933333333334, Max: 32.54, Min: 31.38
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 38
Running with params: {'batch_size': 4, 'learning_rate': 0.018248353979734344, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.018248353979734344_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 17...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 18...
Iter 15...
Iter 19...
Iter 16...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 25...
Iter 29...
Iter 27...
Iter 28...
Timings: Avg: 34.75366666666666, Max: 35.480000000000004, Min: 33.8
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.75366666666666, Max: 35.480000000000004, Min: 33.8
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.1093356479670479e-31) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 39
Running with params: {'batch_size': 128, 'learning_rate': 0.05888086254320146, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.05888086254320146_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 25.226333333333333, Max: 25.63, Min: 24.85
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 40
Running with params: {'batch_size': 2, 'learning_rate': 1.2464131029026267e-05, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_1.2464131029026267e-05_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 13...
Iter 10...
Iter 14...
Iter 11...
Iter 15...
Iter 12...
Iter 16...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 22...
Iter 23...
Iter 24...
Iter 21...
Iter 26...
Iter 29...
Iter 27...
Iter 25...
Iter 28...
Timings: Avg: 31.868999999999996, Max: 32.160000000000004, Min: 31.25
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 41
Running with params: {'batch_size': 4, 'learning_rate': 2.4067175435831632e-05, 'max_steps': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_2.4067175435831632e-05_100
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 46.917, Max: 48.7, Min: 45.129999999999995
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 42
Running with params: {'batch_size': 32, 'learning_rate': 0.04534611815041771, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.04534611815041771_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 3...
Iter 1...
Iter 4...
Iter 5...
Iter 9...
Iter 10...
Iter 6...
Iter 11...
Iter 7...
Iter 8...
Iter 13...
Iter 14...
Iter 12...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 25.244000000000003, Max: 25.54, Min: 24.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.244000000000003, Max: 25.54, Min: 24.66
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 43
Running with params: {'batch_size': 64, 'learning_rate': 0.002088713412220294, 'max_steps': 70}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.002088713412220294_70
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 23...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 172.88666666666668, Max: 175.92000000000002, Min: 169.17
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 44
Running with params: {'batch_size': 256, 'learning_rate': 0.011205860979320043, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.011205860979320043_20
Launching 30 jobs, 30 in parallel
Iter 5...
Iter 0...
Iter 6...
Iter 1...
Iter 7...
Iter 3...
Iter 4...
Iter 2...
Iter 8...
Iter 9...
Iter 10...
Iter 13...
Iter 12...
Iter 11...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 19...
Iter 24...
Iter 25...
Iter 23...
Iter 28...
Iter 27...
Iter 26...
Iter 29...
Timings: Avg: 25.075666666666667, Max: 25.36, Min: 24.56
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 45
Running with params: {'batch_size': 16, 'learning_rate': 0.001249475188593267, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_0.001249475188593267_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 50.58400000000001, Max: 51.86, Min: 49.64
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 50.58400000000001, Max: 51.86, Min: 49.64
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 50.58400000000001
Score: 50.58400000000001
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 46
Running with params: {'batch_size': 128, 'learning_rate': 0.005459320501922389, 'max_steps': 70}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.005459320501922389_70
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 25.944333333333336, Max: 26.26, Min: 25.44
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 47
Running with params: {'batch_size': 2, 'learning_rate': 6.938377274551376e-05, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_6.938377274551376e-05_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 36.42266666666667, Max: 37.46, Min: 35.43
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 48
Running with params: {'batch_size': 4, 'learning_rate': 0.00016738210588595963, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.00016738210588595963_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 15...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 28...
Iter 29...
Iter 25...
Iter 27...
Timings: Avg: 32.43533333333334, Max: 33.019999999999996, Min: 31.79
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.43533333333334, Max: 33.019999999999996, Min: 31.79
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (3.0814879110195774e-33) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 49
Running with params: {'batch_size': 32, 'learning_rate': 0.19679457358574973, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.19679457358574973_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 11...
Iter 10...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 29...
Iter 28...
Timings: Avg: 24.732333333333333, Max: 25.07, Min: 24.38
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 50
Running with params: {'batch_size': 256, 'learning_rate': 0.000419405541814785, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.000419405541814785_30
Launching 30 jobs, 30 in parallel
Iter 1...
Iter 0...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 16...
Iter 14...
Iter 17...
Iter 18...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 24...
Iter 23...
Iter 25...
Iter 29...
Iter 28...
Iter 27...
Iter 26...
Timings: Avg: 25.285333333333334, Max: 25.58, Min: 24.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.285333333333334, Max: 25.58, Min: 24.92
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Upto iteration 50: {'batch_size': 0, 'learning_rate': 0.00021481782012863283, 'max_steps': 30.0}
Optimization Iteration: 51
Running with params: {'batch_size': 64, 'learning_rate': 1.978654614931685e-05, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_1.978654614931685e-05_10
Launching 30 jobs, 30 in parallel
Iter 2...
Iter 1...
Iter 0...
Iter 3...
Iter 4...
Iter 6...
Iter 5...
Iter 7...
Iter 8...
Iter 9...
Iter 11...
Iter 12...
Iter 13...
Iter 10...
Iter 14...
Iter 15...
Iter 16...
Iter 19...
Iter 20...
Iter 17...
Iter 18...
Iter 22...
Iter 21...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 29...
Iter 26...
Iter 28...
Timings: Avg: 24.741333333333333, Max: 24.99, Min: 24.12
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 52
Running with params: {'batch_size': 128, 'learning_rate': 0.0024661626278706986, 'max_steps': 80}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.0024661626278706986_80
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 16...
Iter 14...
Iter 15...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 25...
Iter 26...
Iter 27...
Iter 24...
Iter 29...
Iter 28...
Timings: Avg: 26.171999999999993, Max: 26.53, Min: 25.64
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 53
Running with params: {'batch_size': 8, 'learning_rate': 0.0003325030471328467, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0003325030471328467_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 11...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 25...
Iter 28...
Iter 27...
Iter 29...
Timings: Avg: 40.00533333333333, Max: 40.65, Min: 39.25
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 54
Running with params: {'batch_size': 2, 'learning_rate': 0.001393455207535882, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.001393455207535882_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 28...
Iter 26...
Iter 27...
Iter 29...
Timings: Avg: 35.3, Max: 35.79, Min: 34.510000000000005
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 55
Running with params: {'batch_size': 16, 'learning_rate': 0.00016532248005511973, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_0.00016532248005511973_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 34.992666666666665, Max: 35.48, Min: 33.91
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 56
Running with params: {'batch_size': 32, 'learning_rate': 0.00719197520935408, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.00719197520935408_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 28...
Iter 29...
Iter 26...
Iter 27...
Timings: Avg: 25.311000000000003, Max: 25.54, Min: 24.76
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.311000000000003, Max: 25.54, Min: 24.76
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 57
Running with params: {'batch_size': 8, 'learning_rate': 5.3006896034279564e-05, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_5.3006896034279564e-05_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 15...
Iter 17...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 26...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 43.62033333333333, Max: 44.33, Min: 42.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 43.62033333333333, Max: 44.33, Min: 42.92
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 58
Running with params: {'batch_size': 64, 'learning_rate': 0.9967500459987167, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.9967500459987167_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 14...
Iter 16...
Iter 17...
Iter 20...
Iter 18...
Iter 19...
Iter 21...
Iter 23...
Iter 28...
Iter 22...
Iter 29...
Iter 24...
Iter 27...
Iter 26...
Iter 25...
Timings: Avg: 24.698000000000004, Max: 25.099999999999998, Min: 24.259999999999998
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 59
Running with params: {'batch_size': 4, 'learning_rate': 2.9640437336847425e-05, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_2.9640437336847425e-05_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 17...
Iter 15...
Iter 19...
Iter 13...
Iter 20...
Iter 16...
Iter 21...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 22...
Iter 14...
Iter 29...
Iter 18...
Iter 28...
Timings: Avg: 32.57733333333333, Max: 33.019999999999996, Min: 31.89
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 60
Running with params: {'batch_size': 8, 'learning_rate': 0.0007749916721684444, 'max_steps': 80}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0007749916721684444_80
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 19...
Iter 16...
Iter 17...
Iter 15...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 28...
Iter 29...
Iter 26...
Timings: Avg: 51.400000000000006, Max: 53.05, Min: 49.75
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 51.400000000000006, Max: 53.05, Min: 49.75
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 51.400000000000006
Score: 51.400000000000006
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 61
Running with params: {'batch_size': 2, 'learning_rate': 0.013905225035679264, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.013905225035679264_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 13...
Iter 15...
Iter 16...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 24...
Iter 26...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 34.309, Max: 34.99, Min: 33.300000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.309, Max: 34.99, Min: 33.300000000000004
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) 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 (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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 62
Running with params: {'batch_size': 256, 'learning_rate': 1.452547610429082e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_1.452547610429082e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 4...
Iter 3...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 21...
Iter 15...
Iter 22...
Iter 24...
Iter 20...
Iter 23...
Iter 26...
Iter 28...
Iter 29...
Iter 25...
Iter 27...
Timings: Avg: 25.160666666666664, Max: 25.46, Min: 24.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.160666666666664, Max: 25.46, Min: 24.6
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 63
Running with params: {'batch_size': 8, 'learning_rate': 0.0001178089021748652, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0001178089021748652_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 19...
Iter 18...
Iter 15...
Iter 17...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Iter 24...
Timings: Avg: 42.82433333333334, Max: 43.93, Min: 41.629999999999995
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 64
Running with params: {'batch_size': 16, 'learning_rate': 0.0032866440735667803, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_0.0032866440735667803_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 1...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 17...
Iter 18...
Iter 23...
Iter 16...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 25...
Iter 24...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 61.437333333333335, Max: 62.33, Min: 59.910000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 61.437333333333335, Max: 62.33, Min: 59.910000000000004
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 61.437333333333335
Score: 61.437333333333335
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 65
Running with params: {'batch_size': 128, 'learning_rate': 0.03445543995132208, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.03445543995132208_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 9...
Iter 6...
Iter 7...
Iter 8...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 15...
Iter 16...
Iter 14...
Iter 18...
Iter 17...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 29...
Iter 25...
Iter 27...
Iter 28...
Iter 26...
Timings: Avg: 24.72866666666666, Max: 24.98, Min: 24.169999999999998
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 66
Running with params: {'batch_size': 8, 'learning_rate': 0.0006519328753277468, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0006519328753277468_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 9...
Iter 8...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 16...
Iter 13...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 28...
Iter 29...
Iter 26...
Timings: Avg: 40.309666666666665, Max: 40.940000000000005, Min: 39.39
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 40.309666666666665, Max: 40.940000000000005, Min: 39.39
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.309666666666665
Score: 40.309666666666665
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 67
Running with params: {'batch_size': 8, 'learning_rate': 0.00046067520571540404, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00046067520571540404_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 14...
Iter 11...
Iter 15...
Iter 13...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 40.33133333333334, Max: 41.1, Min: 39.620000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 40.33133333333334, Max: 41.1, Min: 39.620000000000005
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.33133333333334
Score: 40.33133333333334
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 68
Running with params: {'batch_size': 8, 'learning_rate': 0.00023259877642164576, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00023259877642164576_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 9...
Iter 8...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 17...
Iter 14...
Iter 15...
Iter 18...
Iter 16...
Iter 19...
Iter 22...
Iter 21...
Iter 20...
Iter 23...
Iter 24...
Iter 27...
Iter 28...
Iter 25...
Iter 29...
Iter 26...
Timings: Avg: 37.27166666666667, Max: 37.919999999999995, Min: 36.46
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.27166666666667, Max: 37.919999999999995, Min: 36.46
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.27166666666667
Score: 37.27166666666667
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 69
Running with params: {'batch_size': 8, 'learning_rate': 9.553734574757074e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_9.553734574757074e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 37.45633333333333, Max: 38.16, Min: 36.81
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 70
Running with params: {'batch_size': 8, 'learning_rate': 0.00020192009830488343, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00020192009830488343_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 7...
Iter 5...
Iter 6...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 15...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 17...
Iter 21...
Iter 22...
Iter 24...
Iter 23...
Iter 27...
Iter 29...
Iter 25...
Iter 28...
Iter 26...
Timings: Avg: 34.681666666666665, Max: 35.05, Min: 33.790000000000006
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 71
Running with params: {'batch_size': 2, 'learning_rate': 6.287863960245022e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_6.287863960245022e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 6...
Iter 5...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 15...
Iter 14...
Iter 17...
Iter 16...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 28...
Iter 23...
Iter 29...
Iter 25...
Iter 26...
Iter 27...
Iter 24...
Timings: Avg: 32.852333333333334, Max: 33.19, Min: 32.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.852333333333334, Max: 33.19, Min: 32.04
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.1093356479670479e-31) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 72
Running with params: {'batch_size': 8, 'learning_rate': 0.0015964084029789864, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0015964084029789864_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 14...
Iter 12...
Iter 16...
Iter 17...
Iter 15...
Iter 19...
Iter 18...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 23...
Iter 26...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 34.938, Max: 35.49, Min: 34.57
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 73
Running with params: {'batch_size': 32, 'learning_rate': 0.0009830359309605512, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.0009830359309605512_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 17...
Iter 15...
Iter 14...
Iter 18...
Iter 16...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Iter 26...
Timings: Avg: 25.175999999999995, Max: 25.53, Min: 24.599999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.175999999999995, Max: 25.53, Min: 24.599999999999998
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 74
Running with params: {'batch_size': 8, 'learning_rate': 0.00035141288277687054, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00035141288277687054_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 11...
Iter 15...
Iter 14...
Iter 13...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 37.39333333333333, Max: 37.78, Min: 36.82
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.39333333333333, Max: 37.78, Min: 36.82
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.39333333333333
Score: 37.39333333333333
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 75
Running with params: {'batch_size': 2, 'learning_rate': 3.357060055526903e-05, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_3.357060055526903e-05_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 14...
Iter 12...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 24...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 26...
Iter 25...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 31.776666666666664, Max: 32.160000000000004, Min: 31.139999999999997
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 76
Running with params: {'batch_size': 8, 'learning_rate': 0.00011964979343602308, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.00011964979343602308_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 1...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 8...
Iter 7...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 16...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 28...
Iter 29...
Iter 26...
Timings: Avg: 34.30466666666666, Max: 34.72, Min: 33.57
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.30466666666666, Max: 34.72, Min: 33.57
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (3.0814879110195774e-33) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 77
Running with params: {'batch_size': 64, 'learning_rate': 0.00033291495687046645, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.00033291495687046645_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 18...
Iter 17...
Iter 23...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Iter 24...
Iter 25...
Timings: Avg: 25.23966666666666, Max: 25.56, Min: 24.35
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.23966666666666, Max: 25.56, Min: 24.35
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 78
Running with params: {'batch_size': 4, 'learning_rate': 0.002585062763138761, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.002585062763138761_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 9...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 13...
Iter 10...
Iter 11...
Iter 14...
Iter 12...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 22...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 32.922333333333334, Max: 33.39, Min: 32.44
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.922333333333334, Max: 33.39, Min: 32.44
Variance (1.1093356479670479e-31) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 79
Running with params: {'batch_size': 256, 'learning_rate': 0.00501623548630709, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.00501623548630709_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 5...
Iter 4...
Iter 7...
Iter 6...
Iter 8...
Iter 9...
Iter 12...
Iter 10...
Iter 15...
Iter 14...
Iter 18...
Iter 16...
Iter 11...
Iter 13...
Iter 17...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 19...
Iter 29...
Iter 24...
Iter 25...
Iter 26...
Iter 28...
Iter 27...
Timings: Avg: 25.312000000000005, Max: 25.560000000000002, Min: 24.95
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.312000000000005, Max: 25.560000000000002, Min: 24.95
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 80
Running with params: {'batch_size': 2, 'learning_rate': 0.0002153678614549907, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.0002153678614549907_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 6...
Iter 5...
Iter 7...
Iter 8...
Iter 9...
Iter 4...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 16...
Iter 14...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 27...
Iter 28...
Iter 24...
Iter 29...
Iter 25...
Iter 26...
Timings: Avg: 31.715000000000007, Max: 31.97, Min: 31.38
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 81
Running with params: {'batch_size': 8, 'learning_rate': 0.0003183562722619659, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0003183562722619659_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 24...
Iter 20...
Iter 25...
Iter 21...
Iter 23...
Iter 26...
Iter 22...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 31.906666666666663, Max: 32.22, Min: 31.24
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 82
Running with params: {'batch_size': 16, 'learning_rate': 8.140984838785318e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_8.140984838785318e-05_30
Launching 30 jobs, 30 in parallel
Iter 1...
Iter 0...
Iter 2...
Iter 3...
Iter 4...
Iter 6...
Iter 5...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 14...
Iter 15...
Iter 23...
Iter 16...
Iter 19...
Iter 17...
Iter 24...
Iter 21...
Iter 25...
Iter 22...
Iter 18...
Iter 20...
Iter 27...
Iter 28...
Iter 26...
Iter 29...
Timings: Avg: 46.04233333333334, Max: 46.99, Min: 45.24
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 46.04233333333334, Max: 46.99, Min: 45.24
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (1.232595164407831e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 83
Running with params: {'batch_size': 128, 'learning_rate': 1.7129245096705296e-05, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_1.7129245096705296e-05_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 8...
Iter 7...
Iter 9...
Iter 10...
Iter 11...
Iter 15...
Iter 14...
Iter 13...
Iter 12...
Iter 16...
Iter 21...
Iter 22...
Iter 18...
Iter 19...
Iter 17...
Iter 23...
Iter 20...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 25.48166666666667, Max: 25.77, Min: 25.110000000000003
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 84
Running with params: {'batch_size': 8, 'learning_rate': 1.029449665259011e-05, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_1.029449665259011e-05_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 5...
Iter 4...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 14...
Iter 12...
Iter 19...
Iter 20...
Iter 13...
Iter 21...
Iter 16...
Iter 15...
Iter 17...
Iter 18...
Iter 23...
Iter 22...
Iter 28...
Iter 29...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Timings: Avg: 39.861666666666665, Max: 40.65, Min: 38.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 39.861666666666665, Max: 40.65, Min: 38.92
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (6.933347799794049e-33) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 85
Running with params: {'batch_size': 32, 'learning_rate': 4.723057903322765e-05, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_4.723057903322765e-05_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 5...
Iter 4...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 12...
Iter 10...
Iter 11...
Iter 17...
Iter 18...
Iter 19...
Iter 13...
Iter 14...
Iter 16...
Iter 15...
Iter 20...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 21...
Iter 26...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 25.099999999999998, Max: 25.42, Min: 24.560000000000002
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 86
Running with params: {'batch_size': 2, 'learning_rate': 0.0041522236622516554, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.0041522236622516554_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 27...
Iter 26...
Iter 29...
Iter 28...
Timings: Avg: 32.95333333333334, Max: 33.36000000000001, Min: 32.269999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.95333333333334, Max: 33.36000000000001, Min: 32.269999999999996
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (3.0814879110195774e-33) too small, using delta distribution
Variance (3.0814879110195774e-33) 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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 87
Running with params: {'batch_size': 64, 'learning_rate': 0.0004931541140948423, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_0.0004931541140948423_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 13...
Iter 14...
Iter 11...
Iter 12...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 24.714333333333332, Max: 25.02, Min: 24.3
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 88
Running with params: {'batch_size': 4, 'learning_rate': 0.00014139151952214353, 'max_steps': 50}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.00014139151952214353_50
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 15...
Iter 14...
Iter 19...
Iter 18...
Iter 16...
Iter 24...
Iter 17...
Iter 20...
Iter 21...
Iter 23...
Iter 25...
Iter 22...
Iter 26...
Iter 29...
Iter 27...
Iter 28...
Timings: Avg: 37.95133333333333, Max: 38.48, Min: 37.26
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.95133333333333, Max: 38.48, Min: 37.26
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.95133333333333
Score: 37.95133333333333
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 89
Running with params: {'batch_size': 8, 'learning_rate': 0.0006965273802247268, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.0006965273802247268_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 9...
Iter 6...
Iter 10...
Iter 7...
Iter 11...
Iter 8...
Iter 12...
Iter 13...
Iter 14...
Iter 16...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 29...
Iter 28...
Iter 23...
Timings: Avg: 39.47233333333333, Max: 40.34, Min: 38.93
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 90
Running with params: {'batch_size': 256, 'learning_rate': 0.000926528652647047, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_256_0.000926528652647047_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 7...
Iter 4...
Iter 8...
Iter 5...
Iter 9...
Iter 6...
Iter 10...
Iter 12...
Iter 11...
Iter 15...
Iter 14...
Iter 13...
Iter 17...
Iter 16...
Iter 23...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 24...
Iter 26...
Iter 25...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 25.059666666666672, Max: 25.430000000000003, Min: 24.580000000000002
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 91
Running with params: {'batch_size': 2, 'learning_rate': 2.3125321444507804e-05, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_2.3125321444507804e-05_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 5...
Iter 3...
Iter 6...
Iter 7...
Iter 4...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 14...
Iter 15...
Iter 13...
Iter 17...
Iter 16...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 26...
Iter 25...
Iter 24...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 33.19333333333333, Max: 33.67, Min: 32.07
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 92
Running with params: {'batch_size': 128, 'learning_rate': 0.0012553907748293599, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_128_0.0012553907748293599_10
Launching 30 jobs, 30 in parallel
Iter 3...
Iter 4...
Iter 0...
Iter 5...
Iter 1...
Iter 2...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 11...
Iter 13...
Iter 14...
Iter 16...
Iter 15...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 23...
Iter 24...
Iter 25...
Iter 22...
Iter 27...
Iter 29...
Iter 28...
Iter 26...
Timings: Avg: 24.768333333333338, Max: 25.08, Min: 24.2
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 93
Running with params: {'batch_size': 16, 'learning_rate': 0.00681777505807686, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_16_0.00681777505807686_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 22...
Iter 23...
Iter 21...
Iter 24...
Iter 26...
Iter 25...
Iter 28...
Iter 29...
Iter 27...
Timings: Avg: 35.983666666666664, Max: 36.34, Min: 35.46
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 94
Running with params: {'batch_size': 8, 'learning_rate': 0.09562494957660289, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.09562494957660289_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 29...
Iter 28...
Timings: Avg: 38.110000000000014, Max: 39.050000000000004, Min: 37.18
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 95
Running with params: {'batch_size': 2, 'learning_rate': 0.0018443011486183047, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_2_0.0018443011486183047_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 1...
Iter 3...
Iter 4...
Iter 5...
Iter 7...
Iter 6...
Iter 8...
Iter 9...
Iter 11...
Iter 13...
Iter 10...
Iter 12...
Iter 15...
Iter 14...
Iter 16...
Iter 17...
Iter 20...
Iter 21...
Iter 18...
Iter 23...
Iter 22...
Iter 19...
Iter 25...
Iter 27...
Iter 28...
Iter 24...
Iter 29...
Iter 26...
Timings: Avg: 34.46133333333332, Max: 34.88, Min: 33.8
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 96
Running with params: {'batch_size': 32, 'learning_rate': 0.00025727080562285904, 'max_steps': 20}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_32_0.00025727080562285904_20
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 2...
Iter 1...
Iter 3...
Iter 4...
Iter 6...
Iter 5...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 12...
Iter 11...
Iter 15...
Iter 13...
Iter 14...
Iter 16...
Iter 17...
Iter 21...
Iter 20...
Iter 19...
Iter 22...
Iter 23...
Iter 24...
Iter 18...
Iter 28...
Iter 27...
Iter 26...
Iter 25...
Iter 29...
Timings: Avg: 25.043999999999997, Max: 25.380000000000003, Min: 24.229999999999997
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 97
Running with params: {'batch_size': 8, 'learning_rate': 0.010010543349965243, 'max_steps': 60}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_8_0.010010543349965243_60
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 5...
Iter 4...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 13...
Iter 12...
Iter 15...
Iter 14...
Iter 16...
Iter 18...
Iter 17...
Iter 20...
Iter 19...
Iter 21...
Iter 22...
Iter 23...
Iter 28...
Iter 24...
Iter 25...
Iter 29...
Iter 26...
Iter 27...
Timings: Avg: 46.92433333333334, Max: 48.040000000000006, Min: 45.39
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 98
Running with params: {'batch_size': 64, 'learning_rate': 3.565937396246739e-05, 'max_steps': 40}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_64_3.565937396246739e-05_40
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 25.26766666666667, Max: 25.55, Min: 24.86
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: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 99
Running with params: {'batch_size': 4, 'learning_rate': 0.00037872030335181717, 'max_steps': 30}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.00037872030335181717_30
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 13...
Iter 11...
Iter 12...
Iter 17...
Iter 16...
Iter 14...
Iter 15...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 26...
Iter 27...
Iter 25...
Iter 29...
Iter 28...
Timings: Avg: 34.15633333333333, Max: 34.769999999999996, Min: 33.47
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.15633333333333, Max: 34.769999999999996, Min: 33.47
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Variance (4.930380657631324e-32) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.15633333333333
Score: 34.15633333333333
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Optimization Iteration: 100
Running with params: {'batch_size': 4, 'learning_rate': 0.002656333737678664, 'max_steps': 10}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_ml-agents/wd/borntobeflaky/tool/logs/optim_1597795256_ml-agents/run_1597800049/assert_27239840_4_0.002656333737678664_10
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
Iter 3...
Iter 4...
Iter 5...
Iter 6...
Iter 7...
Iter 8...
Iter 9...
Iter 10...
Iter 11...
Iter 12...
Iter 13...
Iter 14...
Iter 15...
Iter 16...
Iter 17...
Iter 18...
Iter 19...
Iter 20...
Iter 21...
Iter 22...
Iter 23...
Iter 24...
Iter 25...
Iter 26...
Iter 27...
Iter 28...
Iter 29...
Timings: Avg: 31.368666666666666, Max: 31.75, Min: 30.67
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 32.54233333333333
Best-param: {'batch_size': 2, 'learning_rate': 0.00021481782012863283, 'max_steps': 30}
Upto iteration 100: {'batch_size': 0, 'learning_rate': 0.00021481782012863283, 'max_steps': 30.0}
Breaking...
{'batch_size': 0, 'learning_rate': 0.00021481782012863283, 'max_steps': 30.0}
Best score: 32.54233333333333
Repeated params: 0
Trials: 101
Best param {'batch_size': 0, 'learning_rate': 0.00021481782012863283, 'max_steps': 30.0}
Reduction: 59.230692134868995%
Speedup: 2.452825550308828x
Optimizer time: 3807.0977849960327
