Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestSliceUniform
Testname: test_mean
Params: n_samples,41,16,ParamType.ITER,10000
tune,42,11,ParamType.ITER,1000
burn,43,11,ParamType.ITER,0
chains,44,13,ParamType.CHAINS,4
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 52.304
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 10000, 'tune': 1000, 'burn': 0, 'chains': 4}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10000_1000_0_4
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Timings: Avg: 48.84766666666666, Max: 58.86, Min: 23.62
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 48.84766666666666, Max: 58.86, Min: 23.62
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 48.84766666666666
Score: 48.84766666666666
Best-score: 48.84766666666666
Best-param: {'n_samples': 10000, 'tune': 1000, 'burn': 0, 'chains': 4}
>>Setting original runtime to 48.84766666666666
Optimization Iteration: 1
Running with params: {'burn': 0, 'chains': 5, 'n_samples': 2200, 'tune': 450}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_5_2200_450
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Timings: Avg: 36.908, Max: 41.55, Min: 23.610000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 36.908, Max: 41.55, Min: 23.610000000000003
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.908
Score: 36.908
Best-score: 36.908
Best-param: {'burn': 0, 'chains': 5, 'n_samples': 2200, 'tune': 450}
Optimization Iteration: 2
Running with params: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_3_100_390
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.50566666666666, Max: 36.79, Min: 23.63
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.50566666666666, Max: 36.79, Min: 23.63
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.50566666666666
Score: 32.50566666666666
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 3
Running with params: {'burn': 1810, 'chains': 5, 'n_samples': 400, 'tune': 340}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_1810_5_400_340
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Timings: Avg: 34.28766666666666, Max: 39.79, Min: 23.799999999999997
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: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 4
Running with params: {'burn': 280, 'chains': 2, 'n_samples': 7000, 'tune': 1690}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_280_2_7000_1690
Launching 30 jobs, 30 in parallel
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Timings: Avg: 37.87733333333334, Max: 42.8, Min: 23.25
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 37.87733333333334, Max: 42.8, Min: 23.25
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.87733333333334
Score: 37.87733333333334
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 5
Running with params: {'burn': 30, 'chains': 5, 'n_samples': 2900, 'tune': 560}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_30_5_2900_560
Launching 30 jobs, 30 in parallel
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Timings: Avg: 38.32633333333333, Max: 43.05, Min: 23.599999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 38.32633333333333, Max: 43.05, Min: 23.599999999999998
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.32633333333333
Score: 38.32633333333333
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 6
Running with params: {'burn': 170, 'chains': 2, 'n_samples': 200, 'tune': 360}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_170_2_200_360
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Timings: Avg: 32.284, Max: 37.45, Min: 23.6
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: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 7
Running with params: {'burn': 520, 'chains': 3, 'n_samples': 200, 'tune': 280}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_520_3_200_280
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.681000000000004, Max: 37.29, Min: 23.520000000000003
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: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 8
Running with params: {'burn': 10, 'chains': None, 'n_samples': 1300, 'tune': 2320}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_None_1300_2320
Launching 30 jobs, 30 in parallel
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Timings: Avg: 37.215999999999994, Max: 43.959999999999994, Min: 23.299999999999997
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 37.215999999999994, Max: 43.959999999999994, Min: 23.299999999999997
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.215999999999994
Score: 37.215999999999994
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 9
Running with params: {'burn': 0, 'chains': None, 'n_samples': 3500, 'tune': 680}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_None_3500_680
Launching 30 jobs, 30 in parallel
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Timings: Avg: 38.251, Max: 45.050000000000004, Min: 24.130000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 38.251, Max: 45.050000000000004, Min: 24.130000000000003
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.251
Score: 38.251
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 10
Running with params: {'burn': 20, 'chains': 4, 'n_samples': 8600, 'tune': 2720}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_4_8600_2720
Launching 30 jobs, 30 in parallel
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Timings: Avg: 48.51733333333334, Max: 58.75, Min: 23.54
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 48.51733333333334, Max: 58.75, Min: 23.54
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 48.51733333333334
Score: 48.51733333333334
Best-score: 32.50566666666666
Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}
Optimization Iteration: 11
Running with params: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_1_900_970
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.372, Max: 36.3, Min: 23.59
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.372, Max: 36.3, Min: 23.59
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.372
Score: 32.372
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 12
Running with params: {'burn': 0, 'chains': 3, 'n_samples': 2100, 'tune': 4750}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_3_2100_4750
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Timings: Avg: 40.16799999999999, Max: 45.269999999999996, Min: 23.82
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 40.16799999999999, Max: 45.269999999999996, Min: 23.82
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.16799999999999
Score: 40.16799999999999
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 13
Running with params: {'burn': 0, 'chains': 6, 'n_samples': 400, 'tune': 3240}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_6_400_3240
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Timings: Avg: 40.852999999999994, Max: 48.379999999999995, Min: 23.470000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 40.852999999999994, Max: 48.379999999999995, Min: 23.470000000000002
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.852999999999994
Score: 40.852999999999994
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 14
Running with params: {'burn': 0, 'chains': 4, 'n_samples': 700, 'tune': 140}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_4_700_140
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.46233333333334, Max: 37.86, Min: 22.96
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.46233333333334, Max: 37.86, Min: 22.96
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.46233333333334
Score: 32.46233333333334
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 15
Running with params: {'burn': 10, 'chains': 4, 'n_samples': 100, 'tune': 1980}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_4_100_1980
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Timings: Avg: 34.983, Max: 39.28, Min: 23.5
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 34.983, Max: 39.28, Min: 23.5
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.983
Score: 34.983
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 16
Running with params: {'burn': 1290, 'chains': 3, 'n_samples': 2800, 'tune': 1510}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_1290_3_2800_1510
Launching 30 jobs, 30 in parallel
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Timings: Avg: 36.51033333333333, Max: 41.410000000000004, Min: 23.700000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 36.51033333333333, Max: 41.410000000000004, Min: 23.700000000000003
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.51033333333333
Score: 36.51033333333333
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 17
Running with params: {'burn': 60, 'chains': 4, 'n_samples': 900, 'tune': 1040}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_60_4_900_1040
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.57033333333333, Max: 40.35, Min: 23.55
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 24 values out of 30
Overall-timings: Avg: 34.57033333333333, Max: 40.35, Min: 23.55
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.57033333333333
Score: 34.57033333333333
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 18
Running with params: {'burn': 50, 'chains': 3, 'n_samples': 400, 'tune': 1920}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_50_3_400_1920
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.31233333333333, Max: 39.73, Min: 23.44
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 34.31233333333333, Max: 39.73, Min: 23.44
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.31233333333333
Score: 34.31233333333333
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 19
Running with params: {'burn': 50, 'chains': 1, 'n_samples': 2900, 'tune': 160}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_50_1_2900_160
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.00033333333333, Max: 37.88, Min: 23.88
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.00033333333333, Max: 37.88, Min: 23.88
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.00033333333333
Score: 33.00033333333333
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 20
Running with params: {'burn': 0, 'chains': 3, 'n_samples': 500, 'tune': 2880}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_3_500_2880
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.25633333333334, Max: 39.93, Min: 23.47
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 35.25633333333334, Max: 39.93, Min: 23.47
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.25633333333334
Score: 35.25633333333334
Best-score: 32.372
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}
Optimization Iteration: 21
Running with params: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_1_900_110
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.175000000000004, Max: 36.31, Min: 23.880000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.175000000000004, Max: 36.31, Min: 23.880000000000003
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.175000000000004
Score: 32.175000000000004
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 22
Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1300, 'tune': 920}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_1_1300_920
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.334333333333326, Max: 37.93, Min: 23.44
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.334333333333326, Max: 37.93, Min: 23.44
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.334333333333326
Score: 32.334333333333326
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 23
Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1500, 'tune': 100}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_1_1500_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.727333333333334, Max: 37.68, Min: 23.830000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.727333333333334, Max: 37.68, Min: 23.830000000000002
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.727333333333334
Score: 32.727333333333334
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 24
Running with params: {'burn': 20, 'chains': 1, 'n_samples': 4800, 'tune': 210}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_1_4800_210
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.36633333333333, Max: 37.25, Min: 23.63
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.36633333333333, Max: 37.25, Min: 23.63
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.36633333333333
Score: 33.36633333333333
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Upto iteration 50: {'burn': 10.0, 'chains': 0, 'n_samples': 900.0, 'tune': 110.0}
Optimization Iteration: 25
Running with params: {'burn': 110, 'chains': 1, 'n_samples': 600, 'tune': 910}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_110_1_600_910
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.281666666666666, Max: 37.08, Min: 23.470000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.281666666666666, Max: 37.08, Min: 23.470000000000002
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.281666666666666
Score: 32.281666666666666
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 26
Running with params: {'burn': 100, 'chains': 1, 'n_samples': 200, 'tune': 1170}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_100_1_200_1170
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.24666666666666, Max: 36.480000000000004, Min: 23.28
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.24666666666666, Max: 36.480000000000004, Min: 23.28
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.24666666666666
Score: 32.24666666666666
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 27
Running with params: {'burn': 880, 'chains': 6, 'n_samples': 200, 'tune': 1290}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_880_6_200_1290
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.40533333333334, Max: 40.28, Min: 23.29
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: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 28
Running with params: {'burn': 100, 'chains': 1, 'n_samples': 300, 'tune': 4420}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_100_1_300_4420
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.20933333333333, Max: 38.18, Min: 23.5
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.20933333333333, Max: 38.18, Min: 23.5
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.20933333333333
Score: 33.20933333333333
Best-score: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 29
Running with params: {'burn': 430, 'chains': 1, 'n_samples': 100, 'tune': 600}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_430_1_100_600
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.032, Max: 36.23, Min: 23.599999999999998
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: 32.175000000000004
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}
Optimization Iteration: 30
Running with params: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_1_200_120
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.683, Max: 35.67, Min: 23.36
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 31.683, Max: 35.67, Min: 23.36
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.683
Score: 31.683
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 31
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 100}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_100_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.098, Max: 36.11, Min: 23.669999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.098, Max: 36.11, Min: 23.669999999999998
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.098
Score: 32.098
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 32
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 230}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_100_230
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.08533333333334, Max: 36.06, Min: 23.78
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.08533333333334, Max: 36.06, Min: 23.78
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.08533333333334
Score: 32.08533333333334
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 33
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 230}
Optimization Iteration: 34
Running with params: {'burn': 0, 'chains': 5, 'n_samples': 300, 'tune': 480}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_5_300_480
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.550333333333334, Max: 35.67, Min: 23.52
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.550333333333334, Max: 35.67, Min: 23.52
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.550333333333334
Score: 33.550333333333334
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 35
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 150}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_100_150
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.944666666666667, Max: 36.07, Min: 23.69
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 31.944666666666667, Max: 36.07, Min: 23.69
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.944666666666667
Score: 31.944666666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 36
Running with params: {'burn': 20, 'chains': 2, 'n_samples': 200, 'tune': 140}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_2_200_140
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.973666666666663, Max: 37.15, Min: 23.39
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 31.973666666666663, Max: 37.15, Min: 23.39
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.973666666666663
Score: 31.973666666666663
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 37
Running with params: {'burn': 0, 'chains': None, 'n_samples': 300, 'tune': 300}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_None_300_300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.70933333333333, Max: 36.83, Min: 23.75
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.70933333333333, Max: 36.83, Min: 23.75
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.70933333333333
Score: 32.70933333333333
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 38
Running with params: {'burn': 170, 'chains': 5, 'n_samples': 100, 'tune': 440}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_170_5_100_440
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.26766666666666, Max: 36.8, Min: 23.540000000000003
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: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 39
Running with params: {'burn': 30, 'chains': 2, 'n_samples': 200, 'tune': 180}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_30_2_200_180
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.904333333333337, Max: 33.5, Min: 23.47
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 31.904333333333337, Max: 33.5, Min: 23.47
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.904333333333337
Score: 31.904333333333337
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 40
Running with params: {'burn': 20, 'chains': 6, 'n_samples': 200, 'tune': 200}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_6_200_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.937333333333335, Max: 37.96, Min: 23.5
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.937333333333335, Max: 37.96, Min: 23.5
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.937333333333335
Score: 32.937333333333335
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 41
Running with params: {'burn': 200, 'chains': None, 'n_samples': 300, 'tune': 120}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_200_None_300_120
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.50666666666667, Max: 37.97, Min: 23.55
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.50666666666667, Max: 37.97, Min: 23.55
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.50666666666667
Score: 32.50666666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 42
Running with params: {'burn': 40, 'chains': 2, 'n_samples': 500, 'tune': 180}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_40_2_500_180
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.593333333333334, Max: 36.589999999999996, Min: 23.810000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.593333333333334, Max: 36.589999999999996, Min: 23.810000000000002
Variance (7.52316384526264e-37) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.593333333333334
Score: 32.593333333333334
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 43
Running with params: {'burn': 300, 'chains': 5, 'n_samples': 200, 'tune': 310}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_300_5_200_310
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.91366666666667, Max: 38.2, Min: 22.97
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: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 44
Running with params: {'burn': 30, 'chains': 2, 'n_samples': 1900, 'tune': 390}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_30_2_1900_390
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.13433333333333, Max: 37.32, Min: 23.189999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.13433333333333, Max: 37.32, Min: 23.189999999999998
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.13433333333333
Score: 33.13433333333333
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 45
Running with params: {'burn': 70, 'chains': 6, 'n_samples': 400, 'tune': 270}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_70_6_400_270
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.28066666666667, Max: 38.44, Min: 23.62
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 34.28066666666667, Max: 38.44, Min: 23.62
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.28066666666667
Score: 34.28066666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 46
Running with params: {'burn': 30, 'chains': None, 'n_samples': 700, 'tune': 720}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_30_None_700_720
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.204666666666675, Max: 39.260000000000005, Min: 23.53
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 34.204666666666675, Max: 39.260000000000005, Min: 23.53
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.204666666666675
Score: 34.204666666666675
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 47
Running with params: {'burn': 10, 'chains': 4, 'n_samples': 100, 'tune': 120}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_4_100_120
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.68066666666667, Max: 36.64, Min: 23.39
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.68066666666667, Max: 36.64, Min: 23.39
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.68066666666667
Score: 32.68066666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 48
Running with params: {'burn': 10, 'chains': 2, 'n_samples': 6800, 'tune': 170}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_2_6800_170
Launching 30 jobs, 30 in parallel
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Timings: Avg: 36.831999999999994, Max: 40.449999999999996, Min: 23.62
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 36.831999999999994, Max: 40.449999999999996, Min: 23.62
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.831999999999994
Score: 36.831999999999994
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 49
Running with params: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 360}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_3_100_360
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.361, Max: 37.51, Min: 23.630000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.361, Max: 37.51, Min: 23.630000000000003
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.361
Score: 32.361
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 50
Running with params: {'burn': 30, 'chains': 5, 'n_samples': 200, 'tune': 250}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_30_5_200_250
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.827666666666666, Max: 34.839999999999996, Min: 23.630000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.827666666666666, Max: 34.839999999999996, Min: 23.630000000000003
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.827666666666666
Score: 32.827666666666666
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Upto iteration 100: {'burn': 20.0, 'chains': 0, 'n_samples': 200.0, 'tune': 120.0}
Optimization Iteration: 51
Running with params: {'burn': 70, 'chains': 4, 'n_samples': 1200, 'tune': 780}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_70_4_1200_780
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.015, Max: 40.35, Min: 24.4
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 35.015, Max: 40.35, Min: 24.4
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.015
Score: 35.015
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 52
Running with params: {'burn': 20, 'chains': 6, 'n_samples': 700, 'tune': 490}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_6_700_490
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.826, Max: 38.43, Min: 23.259999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 34.826, Max: 38.43, Min: 23.259999999999998
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.826
Score: 34.826
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 53
Running with params: {'burn': 0, 'chains': None, 'n_samples': 500, 'tune': 130}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_None_500_130
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.92466666666667, Max: 38.24, Min: 23.64
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.92466666666667, Max: 38.24, Min: 23.64
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.92466666666667
Score: 32.92466666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 54
Running with params: {'burn': 150, 'chains': 2, 'n_samples': 1700, 'tune': 190}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_150_2_1700_190
Launching 30 jobs, 30 in parallel
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Timings: Avg: 33.321333333333335, Max: 35.57, Min: 24.080000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 33.321333333333335, Max: 35.57, Min: 24.080000000000002
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.321333333333335
Score: 33.321333333333335
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 55
Running with params: {'burn': 830, 'chains': 1, 'n_samples': 1100, 'tune': 580}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_830_1_1100_580
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.41166666666667, Max: 36.769999999999996, Min: 23.61
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.41166666666667, Max: 36.769999999999996, Min: 23.61
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.41166666666667
Score: 32.41166666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 56
Running with params: {'burn': 1800, 'chains': 3, 'n_samples': 400, 'tune': 330}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_1800_3_400_330
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.86066666666667, Max: 38.06, Min: 23.45
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: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 57
Running with params: {'burn': 10, 'chains': 4, 'n_samples': 300, 'tune': 420}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_4_300_420
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.976333333333336, Max: 37.28, Min: 23.32
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.976333333333336, Max: 37.28, Min: 23.32
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.976333333333336
Score: 32.976333333333336
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 58
Running with params: {'burn': 260, 'chains': 1, 'n_samples': 200, 'tune': 110}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_260_1_200_110
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.969, Max: 36.35, Min: 23.630000000000003
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: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 59
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 4100, 'tune': 1500}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_4100_1500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.838, Max: 40.0, Min: 23.81
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 35.838, Max: 40.0, Min: 23.81
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.838
Score: 35.838
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 60
Running with params: {'burn': 40, 'chains': 1, 'n_samples': 100, 'tune': 3650}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_40_1_100_3650
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.96, Max: 37.12, Min: 23.34
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.96, Max: 37.12, Min: 23.34
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.96
Score: 32.96
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 61
Running with params: {'burn': 10, 'chains': 6, 'n_samples': 2400, 'tune': 160}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_6_2400_160
Launching 30 jobs, 30 in parallel
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Timings: Avg: 36.97566666666667, Max: 43.57, Min: 23.419999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 36.97566666666667, Max: 43.57, Min: 23.419999999999998
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.97566666666667
Score: 36.97566666666667
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 62
Running with params: {'burn': 410, 'chains': 3, 'n_samples': 600, 'tune': 240}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_410_3_600_240
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.53966666666666, Max: 36.730000000000004, Min: 23.18
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.53966666666666, Max: 36.730000000000004, Min: 23.18
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.53966666666666
Score: 32.53966666666666
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 63
Running with params: {'burn': 80, 'chains': 5, 'n_samples': 100, 'tune': 270}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_80_5_100_270
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.92100000000001, Max: 37.1, Min: 23.840000000000003
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.92100000000001, Max: 37.1, Min: 23.840000000000003
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.92100000000001
Score: 32.92100000000001
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 64
Running with params: {'burn': 0, 'chains': 1, 'n_samples': 900, 'tune': 510}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_1_900_510
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.245333333333335, Max: 36.31, Min: 23.54
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.245333333333335, Max: 36.31, Min: 23.54
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.245333333333335
Score: 32.245333333333335
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 65
Running with params: {'burn': 130, 'chains': 2, 'n_samples': 200, 'tune': 100}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_130_2_200_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.086999999999996, Max: 33.63, Min: 23.32
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.086999999999996, Max: 33.63, Min: 23.32
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.086999999999996
Score: 32.086999999999996
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 66
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 150}
Optimization Iteration: 67
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 210}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_100_210
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.087, Max: 37.120000000000005, Min: 23.59
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.087, Max: 37.120000000000005, Min: 23.59
Variance (3.009265538105056e-36) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.087
Score: 32.087
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 68
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 200, 'tune': 140}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_200_140
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.05633333333334, Max: 33.62, Min: 23.28
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.05633333333334, Max: 33.62, Min: 23.28
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.05633333333334
Score: 32.05633333333334
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 69
Running with params: {'burn': 10, 'chains': 2, 'n_samples': 100, 'tune': 120}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_2_100_120
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.377, Max: 33.88, Min: 23.400000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.377, Max: 33.88, Min: 23.400000000000002
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.377
Score: 32.377
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 70
Running with params: {'burn': 20, 'chains': 2, 'n_samples': 300, 'tune': 180}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_20_2_300_180
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.46666666666666, Max: 35.59, Min: 23.44
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.46666666666666, Max: 35.59, Min: 23.44
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.46666666666666
Score: 32.46666666666666
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 71
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 110}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_100_110
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.046, Max: 37.15, Min: 23.240000000000002
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.046, Max: 37.15, Min: 23.240000000000002
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.046
Score: 32.046
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 72
Running with params: {'burn': 0, 'chains': None, 'n_samples': 200, 'tune': 150}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_None_200_150
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.62233333333334, Max: 37.269999999999996, Min: 23.400000000000002
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 24 values out of 30
Overall-timings: Avg: 32.62233333333334, Max: 37.269999999999996, Min: 23.400000000000002
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.62233333333334
Score: 32.62233333333334
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 73
Running with params: {'burn': 50, 'chains': 1, 'n_samples': 100, 'tune': 360}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_50_1_100_360
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.17333333333333, Max: 36.379999999999995, Min: 23.22
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.17333333333333, Max: 36.379999999999995, Min: 23.22
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.17333333333333
Score: 32.17333333333333
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 74
Running with params: {'burn': 670, 'chains': 4, 'n_samples': 100, 'tune': 130}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_670_4_100_130
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.76233333333334, Max: 37.28, Min: 23.349999999999998
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: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 75
Running with params: {'burn': 0, 'chains': 2, 'n_samples': 400, 'tune': 100}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_0_2_400_100
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.058, Max: 37.69, Min: 23.14
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.058, Max: 37.69, Min: 23.14
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.058
Score: 32.058
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Optimization Iteration: 76
Running with params: {'burn': 10, 'chains': 1, 'n_samples': 300, 'tune': 220}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598074997/assert_20907342_10_1_300_220
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.469, Max: 36.16, Min: 23.669999999999998
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 32.469, Max: 36.16, Min: 23.669999999999998
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.469
Score: 32.469
Best-score: 31.683
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}
Upto iteration 150: {'burn': 20.0, 'chains': 0, 'n_samples': 200.0, 'tune': 120.0}
Breaking...
{'burn': 20.0, 'chains': 0, 'n_samples': 200.0, 'tune': 120.0}
Best score: 31.683
Repeated params: 2
Trials: 77
Best param {'burn': 20.0, 'chains': 0, 'n_samples': 200.0, 'tune': 120.0}
Reduction: 35.13917416730925%
Speedup: 1.5417626697808497x
Optimizer time: 18806.211211442947
