Repo: pymc-learn
Filename: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/projects/pymc-learn/pmlearn/linear_model/tests/test_logistic.py
ClassName: TestHierarchicalLogisticRegressionSaveandLoad
Testname: test_save_and_load_work_correctly
Params: n,153,67,ParamType.ITER,50000
minibatch_size,153,41,ParamType.ITER,500
Assertion: npt.assert_almost_equal(probs2, probs1, decimal=1)
Original runtime: 27.398
>>Getting original runtime
Optimization Iteration: -1
Running with params: {'n': 50000, 'minibatch_size': 500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_50000_500
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.273333333333333, Max: 38.730000000000004, Min: 28.48
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.341994465046997
Continuing to next batch...
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Timings: Avg: 31.61616666666667, Max: 39.68, Min: 28.48
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.1456149706002061
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 31.34511111111111, Max: 39.68, Min: 28.48
Passed tests : 90
Failed tests : 0
Converged: True
Convergence score: 0.7335245785844463
updating...
Evaluating 90 values out of 90
Overall-timings: Avg: 31.34511111111111, Max: 39.68, Min: 28.48
Choosing distribution: expon
Choosing distribution: invweibull
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Choosing distribution: lognorm
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Probability of fail (non-zero): 0.007612816893623586
All-Passed: True
Probabilty of failure: 0.007612816893623586
Runtime: 31.34511111111111
Score: 31.34511111111111
Best-score: 31.34511111111111
Best-param: {'n': 50000, 'minibatch_size': 500}
>>Setting original runtime to 31.34511111111111
Optimization Iteration: 1
Running with params: {'minibatch_size': 50, 'n': 44900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_50_44900
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.731666666666662, Max: 29.47, Min: 21.94
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.6572245220442485
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 24.217, Max: 30.78, Min: 21.94
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.0140083307600194
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 23.87966666666667, Max: 30.78, Min: 21.94
Passed tests : 90
Failed tests : 0
Converged: False
Convergence score: 1.1699590058467202
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 24.068916666666667, Max: 30.78, Min: 21.94
Passed tests : 120
Failed tests : 0
Converged: True
Convergence score: 0.5480658505698159
updating...
Evaluating 120 values out of 120
Overall-timings: Avg: 24.068916666666667, Max: 30.78, Min: 21.94
Choosing distribution: lognorm
Choosing distribution: lognorm
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Choosing distribution: beta
Choosing distribution: lognorm
Probability of fail (non-zero): 0.0015464911195480768
All-Passed: True
Probabilty of failure: 0.0015464911195480768
Runtime: 24.068916666666667
Score: 24.068916666666667
Best-score: 24.068916666666667
Best-param: {'minibatch_size': 50, 'n': 44900}
Optimization Iteration: 2
Running with params: {'minibatch_size': 110, 'n': 23000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_110_23000
Launching 30 jobs, 30 in parallel
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Timings: Avg: 20.863999999999997, Max: 25.060000000000002, Min: 19.84
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.0235558442132477
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 20.926000000000005, Max: 25.060000000000002, Min: 19.84
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.9680716334466142
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 20.926000000000005, Max: 25.060000000000002, Min: 19.84
Choosing distribution: beta
Choosing distribution: lognorm
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Probability of fail (non-zero): 0.030071206635352787
Exceeding max probability of failure: 0.030071206635352787
All-Passed: False
Probabilty of failure: 0.030071206635352787
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 24.068916666666667
Best-param: {'minibatch_size': 50, 'n': 44900}
Optimization Iteration: 3
Running with params: {'minibatch_size': 80, 'n': 1300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_80_1300
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.147, Max: 19.38, Min: 16.45
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.1778571185788813
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 17.331833333333336, Max: 19.38, Min: 16.45
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.7774207673063195
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 17.331833333333336, Max: 19.38, Min: 16.45
Choosing distribution: pareto
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Choosing distribution: lognorm
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Choosing distribution: beta
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Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
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Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: gamma
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Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Probability of fail (non-zero): 0.010638771719734486
Exceeding max probability of failure: 0.010638771719734486
All-Passed: False
Probabilty of failure: 0.010638771719734486
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 24.068916666666667
Best-param: {'minibatch_size': 50, 'n': 44900}
Optimization Iteration: 4
Running with params: {'minibatch_size': 20, 'n': 3000}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_3000
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Timings: Avg: 17.999666666666666, Max: 20.89, Min: 17.14
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.219747520233732
Continuing to next batch...
Launching 30 jobs, 30 in parallel
Iter 0...
Iter 1...
Iter 2...
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Iter 26...
Iter 29...
Iter 28...
Iter 27...
Timings: Avg: 17.87166666666667, Max: 20.89, Min: 17.14
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.7456534177648008
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 17.87166666666667, Max: 20.89, Min: 17.14
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
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Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: gamma
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Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: gamma
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Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
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Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
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Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: dweibull
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Choosing distribution: beta
Choosing distribution: norm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: logistic
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
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Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: norm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
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Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: norm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: expon
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Choosing distribution: gamma
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Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
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Choosing distribution: gamma
Choosing distribution: gamma
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Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: invweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
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Choosing distribution: expon
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Choosing distribution: gamma
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Choosing distribution: lognorm
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Choosing distribution: expon
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Choosing distribution: expon
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Choosing distribution: pareto
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Choosing distribution: dweibull
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Choosing distribution: norm
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Choosing distribution: lognorm
Choosing distribution: lognorm
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Choosing distribution: t
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Choosing distribution: logistic
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Choosing distribution: t
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Choosing distribution: lognorm
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Choosing distribution: gamma
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Choosing distribution: logistic
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Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
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Choosing distribution: dweibull
Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: cauchy
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Choosing distribution: lognorm
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Choosing distribution: lognorm
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Choosing distribution: lognorm
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Choosing distribution: lognorm
Choosing distribution: expon
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Choosing distribution: norm
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Probability of fail (non-zero): 0.01170492825577274
Exceeding max probability of failure: 0.01170492825577274
All-Passed: False
Probabilty of failure: 0.01170492825577274
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 24.068916666666667
Best-param: {'minibatch_size': 50, 'n': 44900}
Optimization Iteration: 5
Running with params: {'minibatch_size': 60, 'n': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_60_700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.227666666666664, Max: 19.9, Min: 17.18
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.1686289278369706
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.023666666666667, Max: 19.9, Min: 17.18
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.0612371444668427
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.057555555555556, Max: 20.13, Min: 17.18
Passed tests : 90
Failed tests : 0
Converged: True
Convergence score: 0.8320425472177637
updating...
Evaluating 90 values out of 90
Overall-timings: Avg: 18.057555555555556, Max: 20.13, Min: 17.18
Choosing distribution: beta
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Probability of fail (non-zero): 0.008279266777303729
All-Passed: True
Probabilty of failure: 0.008279266777303729
Runtime: 18.057555555555556
Score: 18.057555555555556
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 6
Running with params: {'minibatch_size': 160, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_160_200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.373666666666665, Max: 20.48, Min: 17.28
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.5019169336895126
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.348499999999998, Max: 20.48, Min: 17.28
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.8137551933570017
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 18.348499999999998, Max: 20.48, Min: 17.28
Choosing distribution: expon
Choosing distribution: beta
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Choosing distribution: gamma
Probability of fail (non-zero): 0.010924797775142325
Exceeding max probability of failure: 0.010924797775142325
All-Passed: False
Probabilty of failure: 0.010924797775142325
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Upto iteration 50: {'minibatch_size': 60.0, 'n': 700.0}
Optimization Iteration: 7
Running with params: {'minibatch_size': 50, 'n': 5200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_50_5200
Launching 30 jobs, 30 in parallel
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Timings: Avg: 18.68566666666667, Max: 19.04, Min: 18.4
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.4700730892821012
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 19.086666666666666, Max: 21.61, Min: 18.37
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.8291565779583315
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 19.086666666666666, Max: 21.61, Min: 18.37
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Choosing distribution: invweibull
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Choosing distribution: gamma
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Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
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Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: beta
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Choosing distribution: gamma
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Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
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Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Probability of fail (non-zero): 0.03191633563040219
Exceeding max probability of failure: 0.03191633563040219
All-Passed: False
Probabilty of failure: 0.03191633563040219
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 8
Running with params: {'minibatch_size': 20, 'n': 4400}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_4400
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Timings: Avg: 19.56633333333333, Max: 21.169999999999998, Min: 18.79
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 4.161128128152174
Exceeding current best timeout: 19.56633333333333 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 9
Running with params: {'minibatch_size': 10, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_10_100
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Timings: Avg: 19.528000000000002, Max: 22.6, Min: 18.85
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.2731039972241256
Exceeding current best timeout: 19.528000000000002 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 10
Running with params: {'minibatch_size': 70, 'n': 2600}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_70_2600
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Timings: Avg: 19.677999999999994, Max: 21.75, Min: 19.029999999999998
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.2699610892336233
Exceeding current best timeout: 19.677999999999994 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 11
Running with params: {'minibatch_size': 200, 'n': 300}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_200_300
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Timings: Avg: 20.291333333333334, Max: 21.61, Min: 19.68
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.5986552623309633
Exceeding current best timeout: 20.291333333333334 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 12
Running with params: {'minibatch_size': 120, 'n': 9500}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_120_9500
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Timings: Avg: 20.311, Max: 22.240000000000002, Min: 19.65
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.6294354260708224
Exceeding current best timeout: 20.311 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 13
Running with params: {'minibatch_size': 40, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_40_100
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Timings: Avg: 20.21933333333333, Max: 21.009999999999998, Min: 19.73
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.213059504746564
Exceeding current best timeout: 20.21933333333333 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 14
Running with params: {'minibatch_size': 100, 'n': 1900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_100_1900
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Timings: Avg: 20.34133333333334, Max: 21.56, Min: 20.040000000000003
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 3.0842076657862814
Exceeding current best timeout: 20.34133333333334 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 15
Running with params: {'minibatch_size': 370, 'n': 700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_370_700
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Timings: Avg: 20.115666666666666, Max: 20.57, Min: 19.57
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.72696203025276
Exceeding current best timeout: 20.115666666666666 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 16
Running with params: {'minibatch_size': 20, 'n': 4900}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_4900
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Timings: Avg: 20.747333333333337, Max: 22.64, Min: 19.85
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.9911634565047356
Exceeding current best timeout: 20.747333333333337 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 17
Running with params: {'minibatch_size': 20, 'n': 4200}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_4200
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Timings: Avg: 20.733666666666668, Max: 24.02, Min: 19.78
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.9689676266889361
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 20.733666666666668, Max: 24.02, Min: 19.78
Choosing distribution: beta
Choosing distribution: laplace
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Choosing distribution: lognorm
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Choosing distribution: gamma
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Choosing distribution: lognorm
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Choosing distribution: beta
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Choosing distribution: dweibull
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Choosing distribution: gamma
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Choosing distribution: lognorm
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Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
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Choosing distribution: pareto
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Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: t
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: dweibull
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Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: gamma
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Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: lognorm
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Choosing distribution: gumbel_l
Choosing distribution: t
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Choosing distribution: gumbel_l
Choosing distribution: beta
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Choosing distribution: beta
Choosing distribution: beta
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Choosing distribution: lognorm
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Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: halfcauchy
Choosing distribution: beta
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Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
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Choosing distribution: logistic
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: pareto
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Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: cauchy
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: cauchy
Choosing distribution: halfcauchy
Choosing distribution: norm
Choosing distribution: lognorm
Choosing distribution: halfcauchy
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: t
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Choosing distribution: expon
Choosing distribution: t
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Choosing distribution: dweibull
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Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: cauchy
Choosing distribution: logistic
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: cauchy
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
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Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: laplace
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: halfcauchy
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: t
Choosing distribution: logistic
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: expon
Probability of fail (non-zero): 0.030760626647067246
Exceeding max probability of failure: 0.030760626647067246
All-Passed: False
Probabilty of failure: 0.030760626647067246
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 18
Running with params: {'minibatch_size': 20, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_100
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Timings: Avg: 20.96933333333334, Max: 23.64, Min: 20.209999999999997
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 2.7690072013371854
Exceeding current best timeout: 20.96933333333334 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 19
Running with params: {'minibatch_size': 20, 'n': 29800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_20_29800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.156333333333336, Max: 23.28, Min: 20.46
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.8045169456215062
Exceeding current best timeout: 21.156333333333336 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 20
Running with params: {'minibatch_size': 70, 'n': 35700}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_70_35700
Launching 30 jobs, 30 in parallel
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Timings: Avg: 21.679000000000006, Max: 24.65, Min: 20.79
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.9891244815538582
Exceeding current best timeout: 21.679000000000006 > 18.057555555555556
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Optimization Iteration: 21
Running with params: {'minibatch_size': 40, 'n': 800}
Logdir: /mnt/batch/tasks/workitems/opt1/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599862497_pymc-learn/run_1599862497/assert_88231799_40_800
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.0, Max: 24.25, Min: 21.38
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.7570899840513016
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 22.0, Max: 24.25, Min: 21.38
Choosing distribution: expon
Choosing distribution: invweibull
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: halfcauchy
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: halfcauchy
Choosing distribution: expon
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: gamma
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Choosing distribution: expon
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Choosing distribution: lognorm
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Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
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Choosing distribution: t
Choosing distribution: expon
Choosing distribution: beta
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Choosing distribution: lognorm
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Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: logistic
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: cauchy
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: laplace
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: laplace
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: norm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: halfcauchy
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: norm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: cauchy
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: laplace
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: logistic
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: logistic
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: norm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: logistic
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: logistic
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: expon
Choosing distribution: t
Choosing distribution: invweibull
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: cauchy
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: pareto
Choosing distribution: logistic
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: halfcauchy
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: halfcauchy
Choosing distribution: logistic
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gumbel_l
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: logistic
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gumbel_l
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: invweibull
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: norm
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: gumbel_l
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: cauchy
Choosing distribution: halfcauchy
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: logistic
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: t
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: laplace
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: expon
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: t
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: pareto
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: logistic
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: norm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: gamma
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: invweibull
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: norm
Choosing distribution: pareto
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: laplace
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: t
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: invweibull
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: t
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: pareto
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: laplace
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: norm
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: lognorm
Choosing distribution: pareto
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: pareto
Choosing distribution: halfcauchy
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: lognorm
Choosing distribution: cauchy
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: expon
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: beta
Choosing distribution: lognorm
Choosing distribution: gamma
Choosing distribution: dweibull
Choosing distribution: beta
Choosing distribution: laplace
Choosing distribution: t
Choosing distribution: halfcauchy
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: beta
Choosing distribution: expon
Choosing distribution: laplace
Choosing distribution: gamma
Choosing distribution: beta
Choosing distribution: dweibull
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: lognorm
Choosing distribution: beta
Choosing distribution: pareto
Probability of fail (non-zero): 0.03394151996840189
Exceeding max probability of failure: 0.03394151996840189
All-Passed: False
Probabilty of failure: 0.03394151996840189
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 18.057555555555556
Best-param: {'minibatch_size': 60, 'n': 700}
Upto iteration 100: {'minibatch_size': 60.0, 'n': 700.0}
Breaking...
{'minibatch_size': 60.0, 'n': 700.0}
Best score: 18.057555555555556
Repeated params: 0
Trials: 22
Best param {'minibatch_size': 60.0, 'n': 700.0}
Reduction: 42.3911579335427%
Speedup: 1.7358446449008724x
Optimizer time: 14780.974412441254
