Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_data_container.py
ClassName: TestData
Testname: test_sample_after_set_data
Params: draws,80,22,ParamType.ITER,1000
tune,80,44,ParamType.ITER,8000
chains,80,57,ParamType.CHAINS,1
Assertion: np.testing.assert_allclose(new_y, pp_trace['obs'].mean(axis=0), atol=0.1)
Original runtime: 29.802
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'draws': 1000, 'tune': 8000, 'chains': 1}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1000_8000_1
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.241, Max: 33.77, Min: 27.48
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.241, Max: 33.77, Min: 27.48
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.241
Score: 29.241
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
>>Setting original runtime to 29.241
Optimization Iteration: 1
Running with params: {'chains': 6, 'draws': 4170, 'tune': 2800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_4170_2800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 60.193333333333335, Max: 70.61, Min: 49.769999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 60.193333333333335, Max: 70.61, Min: 49.769999999999996
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 60.193333333333335
Score: 60.193333333333335
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 2
Running with params: {'chains': 4, 'draws': 110, 'tune': 2500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_110_2500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.848333333333336, Max: 39.98, Min: 30.71
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 34.848333333333336, Max: 39.98, Min: 30.71
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.848333333333336
Score: 34.848333333333336
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 3
Running with params: {'chains': 2, 'draws': 1320, 'tune': 1100}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_1320_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.709666666666667, Max: 34.15, Min: 26.939999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.709666666666667, Max: 34.15, Min: 26.939999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.709666666666667
Score: 29.709666666666667
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 4
Running with params: {'chains': 5, 'draws': 410, 'tune': 7000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_410_7000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 57.14199999999999, Max: 66.49, Min: 46.87
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 57.14199999999999, Max: 66.49, Min: 46.87
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 57.14199999999999
Score: 57.14199999999999
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 5
Running with params: {'chains': 2, 'draws': 1140, 'tune': 3000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_1140_3000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.81366666666666, Max: 38.0, Min: 29.009999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 32.81366666666666, Max: 38.0, Min: 29.009999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.81366666666666
Score: 32.81366666666666
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 6
Running with params: {'chains': 3, 'draws': 130, 'tune': 1100}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_3_130_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.61, Max: 34.38, Min: 26.509999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.61, Max: 34.38, Min: 26.509999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.61
Score: 29.61
Best-score: 29.241
Best-param: {'draws': 1000, 'tune': 8000, 'chains': 1}
Optimization Iteration: 7
Running with params: {'chains': 1, 'draws': 2430, 'tune': 2200}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_2430_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 27.072666666666667, Max: 30.54, Min: 25.4
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 27.072666666666667, Max: 30.54, Min: 25.4
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.072666666666667
Score: 27.072666666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 8
Running with params: {'chains': 5, 'draws': 3420, 'tune': 2100}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_3420_2100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 48.44066666666667, Max: 57.57, Min: 40.830000000000005
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 48.44066666666667, Max: 57.57, Min: 40.830000000000005
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 48.44066666666667
Score: 48.44066666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 9
Running with params: {'chains': 5, 'draws': 3170, 'tune': 1800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_3170_1800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 50.57066666666667, Max: 55.22, Min: 40.4
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 50.57066666666667, Max: 55.22, Min: 40.4
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 50.57066666666667
Score: 50.57066666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 10
Running with params: {'chains': 4, 'draws': 1090, 'tune': 2800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_1090_2800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.707333333333324, Max: 40.98, Min: 33.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 35.707333333333324, Max: 40.98, Min: 33.68
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.707333333333324
Score: 35.707333333333324
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 11
Running with params: {'chains': 1, 'draws': 2030, 'tune': 5900}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_2030_5900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.561333333333334, Max: 33.67, Min: 27.86
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.561333333333334, Max: 33.67, Min: 27.86
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.561333333333334
Score: 29.561333333333334
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 12
Running with params: {'chains': 2, 'draws': 280, 'tune': 3300}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_280_3300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.714333333333336, Max: 38.0, Min: 30.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 32.714333333333336, Max: 38.0, Min: 30.04
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.714333333333336
Score: 32.714333333333336
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 13
Running with params: {'chains': 4, 'draws': 2260, 'tune': 1200}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_2260_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 37.698, Max: 44.36, Min: 33.47
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 37.698, Max: 44.36, Min: 33.47
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.698
Score: 37.698
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 14
Running with params: {'chains': 2, 'draws': 1540, 'tune': 1500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_1540_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.608333333333338, Max: 36.45, Min: 28.599999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 31.608333333333338, Max: 36.45, Min: 28.599999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.608333333333338
Score: 31.608333333333338
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 15
Running with params: {'chains': 5, 'draws': 110, 'tune': 1100}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_110_1100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.867333333333335, Max: 37.87, Min: 29.79
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 32.867333333333335, Max: 37.87, Min: 29.79
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.867333333333335
Score: 32.867333333333335
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 16
Running with params: {'chains': 1, 'draws': 3490, 'tune': 5500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_3490_5500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.66933333333333, Max: 35.67, Min: 28.39
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.66933333333333, Max: 35.67, Min: 28.39
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.66933333333333
Score: 29.66933333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 17
Running with params: {'chains': 5, 'draws': 140, 'tune': 5600}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_140_5600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 51.807, Max: 61.09, Min: 43.34
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 51.807, Max: 61.09, Min: 43.34
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 51.807
Score: 51.807
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 18
Running with params: {'chains': 5, 'draws': 2870, 'tune': 1800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_2870_1800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 49.424666666666674, Max: 53.669999999999995, Min: 38.63999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 49.424666666666674, Max: 53.669999999999995, Min: 38.63999999999999
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 49.424666666666674
Score: 49.424666666666674
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 19
Running with params: {'chains': 3, 'draws': 1030, 'tune': 3800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_3_1030_3800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 38.62033333333334, Max: 45.79, Min: 34.96
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 38.62033333333334, Max: 45.79, Min: 34.96
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.62033333333334
Score: 38.62033333333334
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 20
Running with params: {'chains': 5, 'draws': 180, 'tune': 5500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_5_180_5500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 48.092000000000006, Max: 59.47, Min: 42.19
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 48.092000000000006, Max: 59.47, Min: 42.19
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 48.092000000000006
Score: 48.092000000000006
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 21
Running with params: {'chains': 1, 'draws': 650, 'tune': 4000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_650_4000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.991666666666664, Max: 33.66, Min: 26.64
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.991666666666664, Max: 33.66, Min: 26.64
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.991666666666664
Score: 29.991666666666664
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 22
Running with params: {'chains': 1, 'draws': 1910, 'tune': 4600}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_1910_4600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.798333333333336, Max: 35.92, Min: 27.33
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 31.798333333333336, Max: 35.92, Min: 27.33
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.798333333333336
Score: 31.798333333333336
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 23
Running with params: {'chains': 1, 'draws': 690, 'tune': 6800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_690_6800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.701000000000004, Max: 36.01, Min: 28.16
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 31.701000000000004, Max: 36.01, Min: 28.16
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.701000000000004
Score: 31.701000000000004
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 24
Running with params: {'chains': 1, 'draws': 2110, 'tune': 2200}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_2110_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.81, Max: 36.16, Min: 27.439999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 30.81, Max: 36.16, Min: 27.439999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.81
Score: 30.81
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Upto iteration 50: {'chains': 0, 'draws': 2430.0, 'tune': 2200.0}
Optimization Iteration: 25
Running with params: {'chains': 1, 'draws': 470, 'tune': 1500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_470_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.319666666666663, Max: 32.62, Min: 26.62
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.319666666666663, Max: 32.62, Min: 26.62
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.319666666666663
Score: 29.319666666666663
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 26
Running with params: {'chains': 6, 'draws': 460, 'tune': 1400}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_460_1400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 36.708, Max: 44.12, Min: 33.28
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 36.708, Max: 44.12, Min: 33.28
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.708
Score: 36.708
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 27
Running with params: {'chains': 1, 'draws': 260, 'tune': 1500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_260_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.677666666666667, Max: 33.78, Min: 28.0
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.677666666666667, Max: 33.78, Min: 28.0
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.677666666666667
Score: 29.677666666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 28
Running with params: {'chains': 1, 'draws': 460, 'tune': 1700}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_460_1700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.487333333333332, Max: 34.01, Min: 27.08
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.487333333333332, Max: 34.01, Min: 27.08
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.487333333333332
Score: 29.487333333333332
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 29
Running with params: {'chains': 6, 'draws': 4410, 'tune': 2200}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_4410_2200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 66.12133333333334, Max: 72.05, Min: 53.25
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 66.12133333333334, Max: 72.05, Min: 53.25
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 66.12133333333334
Score: 66.12133333333334
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 30
Running with params: {'chains': 3, 'draws': 790, 'tune': 1300}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_3_790_1300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.949, Max: 39.15, Min: 31.61
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 33.949, Max: 39.15, Min: 31.61
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.949
Score: 33.949
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 31
Running with params: {'chains': 1, 'draws': 300, 'tune': 2500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_300_2500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.642666666666667, Max: 34.05, Min: 28.55
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.642666666666667, Max: 34.05, Min: 28.55
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.642666666666667
Score: 29.642666666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 32
Running with params: {'chains': 6, 'draws': 200, 'tune': 2500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_200_2500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 43.06733333333333, Max: 49.9, Min: 37.96
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 43.06733333333333, Max: 49.9, Min: 37.96
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 43.06733333333333
Score: 43.06733333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 33
Running with params: {'chains': 4, 'draws': 530, 'tune': 2000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_530_2000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 37.37233333333333, Max: 43.050000000000004, Min: 33.13
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 37.37233333333333, Max: 43.050000000000004, Min: 33.13
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.37233333333333
Score: 37.37233333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 34
Running with params: {'chains': 1, 'draws': 4960, 'tune': 1000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_4960_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.255333333333336, Max: 35.17, Min: 28.279999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 31.255333333333336, Max: 35.17, Min: 28.279999999999998
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.255333333333336
Score: 31.255333333333336
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 35
Running with params: {'chains': 1, 'draws': 360, 'tune': 3500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_360_3500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.566000000000006, Max: 34.67, Min: 28.07
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 30.566000000000006, Max: 34.67, Min: 28.07
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.566000000000006
Score: 30.566000000000006
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 36
Running with params: {'chains': 3, 'draws': 1550, 'tune': 1600}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_3_1550_1600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.571000000000005, Max: 41.580000000000005, Min: 32.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 35.571000000000005, Max: 41.580000000000005, Min: 32.63
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.571000000000005
Score: 35.571000000000005
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 37
Running with params: {'chains': 2, 'draws': 870, 'tune': 3100}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_870_3100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.72866666666666, Max: 41.44, Min: 33.06
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 34.72866666666666, Max: 41.44, Min: 33.06
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.72866666666666
Score: 34.72866666666666
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 38
Running with params: {'chains': 1, 'draws': 600, 'tune': 2700}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_600_2700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 29.809, Max: 34.8, Min: 28.56
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 29.809, Max: 34.8, Min: 28.56
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.809
Score: 29.809
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 39
Running with params: {'chains': 4, 'draws': 940, 'tune': 1900}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_940_1900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 38.73466666666666, Max: 44.09, Min: 34.449999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 38.73466666666666, Max: 44.09, Min: 34.449999999999996
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.73466666666666
Score: 38.73466666666666
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 40
Running with params: {'chains': 6, 'draws': 1390, 'tune': 1300}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_1390_1300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 46.75933333333333, Max: 50.269999999999996, Min: 36.91
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 46.75933333333333, Max: 50.269999999999996, Min: 36.91
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 46.75933333333333
Score: 46.75933333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 41
Running with params: {'chains': 1, 'draws': 380, 'tune': 1000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_380_1000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.328333333333333, Max: 33.18, Min: 28.73
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 30.328333333333333, Max: 33.18, Min: 28.73
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.328333333333333
Score: 30.328333333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 42
Running with params: {'chains': 2, 'draws': 1240, 'tune': 2400}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_1240_2400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.31133333333333, Max: 39.779999999999994, Min: 33.01
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 35.31133333333333, Max: 39.779999999999994, Min: 33.01
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.31133333333333
Score: 35.31133333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 43
Running with params: {'chains': 3, 'draws': 190, 'tune': 1200}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_3_190_1200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.87833333333334, Max: 37.86, Min: 29.83
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 33.87833333333334, Max: 37.86, Min: 29.83
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.87833333333334
Score: 33.87833333333334
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 44
Running with params: {'chains': 4, 'draws': 2620, 'tune': 4400}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_4_2620_4400
Launching 30 jobs, 30 in parallel
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Timings: Avg: 54.336999999999996, Max: 61.620000000000005, Min: 44.61
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 54.336999999999996, Max: 61.620000000000005, Min: 44.61
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 54.336999999999996
Score: 54.336999999999996
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 45
Running with params: {'chains': 1, 'draws': 240, 'tune': 2800}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_240_2800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.065666666666665, Max: 34.86, Min: 28.290000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 32.065666666666665, Max: 34.86, Min: 28.290000000000003
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.065666666666665
Score: 32.065666666666665
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 46
Running with params: {'chains': 2, 'draws': 1610, 'tune': 1700}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_2_1610_1700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.69533333333333, Max: 40.06, Min: 31.68
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 35.69533333333333, Max: 40.06, Min: 31.68
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.69533333333333
Score: 35.69533333333333
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 47
Running with params: {'chains': 1, 'draws': 3840, 'tune': 2000}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_3840_2000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.554999999999996, Max: 36.489999999999995, Min: 29.05
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 31.554999999999996, Max: 36.489999999999995, Min: 29.05
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.554999999999996
Score: 31.554999999999996
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 48
Running with params: {'chains': 6, 'draws': 320, 'tune': 2300}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_6_320_2300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 43.040666666666674, Max: 49.63, Min: 38.03
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 43.040666666666674, Max: 49.63, Min: 38.03
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 43.040666666666674
Score: 43.040666666666674
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Optimization Iteration: 49
Running with params: {'chains': 5, 'draws': 110, 'tune': 1100}
Optimization Iteration: 50
Running with params: {'chains': 1, 'draws': 560, 'tune': 1500}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597896693_pymc3/run_1597924110/assert_52634940_1_560_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.017666666666667, Max: 34.19, Min: 28.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 30.017666666666667, Max: 34.19, Min: 28.080000000000002
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.017666666666667
Score: 30.017666666666667
Best-score: 27.072666666666667
Best-param: {'chains': 1, 'draws': 2430, 'tune': 2200}
Upto iteration 100: {'chains': 0, 'draws': 2430.0, 'tune': 2200.0}
Breaking...
{'chains': 0, 'draws': 2430.0, 'tune': 2200.0}
Best score: 27.072666666666667
Repeated params: 1
Trials: 51
Best param {'chains': 0, 'draws': 2430.0, 'tune': 2200.0}
Reduction: 7.415387070665617%
Speedup: 1.0800930828141544x
Optimizer time: 12364.633512735367
