[PsyNeuLink, gan, gpytorch, magenta, qiskit-aqua, allennlp, cleverhans, captum, geomstats, botorch, garage, metal, rasa, snorkel, sonnet, vision, tensor2tensor, zfit, LiberTem, PySyft, raster-vision, pyro, numpyro, pymc3, mxnet, sbi, pymc-learn, pyGPGO, horovod, autokeras, fairseq, fastai, parlai, ml-agents, dopamine, gensim, pytorch-lightning, imbalanced-learn, flair]
Spec: 1
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test_step_categorical
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_step.py
ClassName: TestStepMethods
Testname: test_step_categorical
Params: draws,592,27,ParamType.ITER,8000
tune,592,38,ParamType.ITER,0
chains,592,85,ParamType.CHAINS,1
Assertion: assert (np.abs(s[i]-value[i]) < bound[i])
Original runtime: 9.225999999999999
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'draws': 8000, 'tune': 0, 'chains': 1}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_8000_0_1
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.554333333333336, Max: 10.120000000000001, Min: 9.379999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 9.554333333333336, Max: 10.120000000000001, Min: 9.379999999999999
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 9.554333333333336
Score: 9.554333333333336
Best-score: 9.554333333333336
Best-param: {'draws': 8000, 'tune': 0, 'chains': 1}
>>Setting original runtime to 9.554333333333336

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Optimization Iteration: 1

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Running with params: {'chains': 4, 'draws': 1300, 'tune': 660}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_1300_660

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Timings: Avg: 12.419, Max: 13.18, Min: 12.13

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 12.419, Max: 13.18, Min: 12.13

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Probability of fail : 0.0

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All-Passed: True

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Runtime: 12.419

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Score: 12.419

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Best-score: 9.554333333333336

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Best-param: {'draws': 8000, 'tune': 0, 'chains': 1}

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Optimization Iteration: 2

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Running with params: {'chains': 2, 'draws': 1400, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1400_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 7.754999999999998, Max: 7.85, Min: 7.54

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 7.754999999999998, Max: 7.85, Min: 7.54

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 7.754999999999998

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Score: 7.754999999999998

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 3

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Running with params: {'chains': 4, 'draws': 5900, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_5900_0

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Launching 30 jobs, 30 in parallel

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 31.539666666666665, Max: 39.53, Min: 25.85

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.539666666666665, Max: 39.53, Min: 25.85

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.539666666666665

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Score: 31.539666666666665

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 4

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Running with params: {'chains': 5, 'draws': 4100, 'tune': 2810}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_4100_2810

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 44.29399999999999, Max: 57.75, Min: 36.14

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 44.29399999999999, Max: 57.75, Min: 36.14

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.29399999999999

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Score: 44.29399999999999

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 5

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Running with params: {'chains': 2, 'draws': 100, 'tune': 6910}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_100_6910

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 9.601333333333335, Max: 10.100000000000001, Min: 9.38

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 6

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Running with params: {'chains': None, 'draws': 300, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_300_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 5.9593333333333325, Max: 6.04, Min: 5.880000000000001

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 7

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Running with params: {'chains': 3, 'draws': 1200, 'tune': 1790}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_1200_1790

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 14.221666666666666, Max: 16.91, Min: 13.19

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 14.221666666666666, Max: 16.91, Min: 13.19

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 14.221666666666666

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Score: 14.221666666666666

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 8

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Running with params: {'chains': 4, 'draws': 3000, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_3000_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 8...

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Iter 7...

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Iter 2...

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Iter 17...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 17.537333333333333, Max: 21.75, Min: 15.8

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 17.537333333333333, Max: 21.75, Min: 15.8

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 17.537333333333333

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Score: 17.537333333333333

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 9

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Running with params: {'chains': 5, 'draws': 100, 'tune': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_100_30

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 26...

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Iter 7...

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Iter 27...

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Timings: Avg: 5.863333333333333, Max: 5.960000000000001, Min: 5.73

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.754999999999998

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Best-param: {'chains': 2, 'draws': 1400, 'tune': 0}

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Optimization Iteration: 10

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Running with params: {'chains': 1, 'draws': 3100, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_3100_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 7.152333333333333, Max: 7.34, Min: 6.97

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 7.152333333333333, Max: 7.34, Min: 6.97

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 7.152333333333333

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Score: 7.152333333333333

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 11

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Running with params: {'chains': 3, 'draws': 5200, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_5200_0

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 21.273666666666664, Max: 26.66, Min: 18.97

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 21.273666666666664, Max: 26.66, Min: 18.97

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 21.273666666666664

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Score: 21.273666666666664

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 12

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Running with params: {'chains': None, 'draws': 900, 'tune': 70}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_900_70

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 9.289333333333333, Max: 9.48, Min: 9.129999999999999

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 13

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Running with params: {'chains': None, 'draws': 900, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_900_0

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 8.919333333333332, Max: 9.01, Min: 8.81

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 8.919333333333332, Max: 9.01, Min: 8.81

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 8.919333333333332

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Score: 8.919333333333332

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 14

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Running with params: {'chains': 2, 'draws': 300, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_300_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 5.928, Max: 6.039999999999999, Min: 5.8100000000000005

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 15

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Running with params: {'chains': 6, 'draws': 200, 'tune': 90}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_200_90

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 6.458, Max: 6.53, Min: 6.31

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 16

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Running with params: {'chains': None, 'draws': 100, 'tune': 180}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_100_180

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 6.2540000000000004, Max: 6.34, Min: 6.109999999999999

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 17

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Running with params: {'chains': 5, 'draws': 800, 'tune': 2730}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_800_2730

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 24.472, Max: 30.72, Min: 21.13

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.472, Max: 30.72, Min: 21.13

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.472

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Score: 24.472

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 18

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Running with params: {'chains': 6, 'draws': 100, 'tune': 7480}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_100_7480

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Timings: Avg: 20.957999999999995, Max: 28.159999999999997, Min: 19.419999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 19

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Running with params: {'chains': 4, 'draws': 100, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_100_10

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 6.126333333333335, Max: 6.21, Min: 6.010000000000001

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 20

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Running with params: {'chains': 1, 'draws': 200, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_200_200

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 6.041666666666668, Max: 6.11, Min: 5.87

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 21

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Running with params: {'chains': 1, 'draws': 2000, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_2000_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 6.339999999999999, Max: 6.41, Min: 6.25

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 22

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Running with params: {'chains': 2, 'draws': 9800, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_9800_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 12...

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Iter 7...

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Iter 11...

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Iter 3...

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Iter 13...

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Iter 15...

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Iter 16...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 25...

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Iter 26...

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Iter 28...

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Iter 29...

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Iter 27...

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Timings: Avg: 26.912999999999997, Max: 32.56, Min: 22.82

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.912999999999997, Max: 32.56, Min: 22.82

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.912999999999997

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Score: 26.912999999999997

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 23

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Running with params: {'chains': 1, 'draws': 2000, 'tune': 10}

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Optimization Iteration: 24

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Running with params: {'chains': 2, 'draws': 600, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_600_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 12...

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Iter 3...

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Iter 20...

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Iter 21...

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Iter 23...

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Iter 22...

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Iter 24...

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Iter 28...

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Timings: Avg: 6.535666666666667, Max: 6.66, Min: 6.449999999999999

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 25

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Running with params: {'chains': 1, 'draws': 7800, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_7800_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 10.32333333333333, Max: 10.549999999999999, Min: 10.149999999999999

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 10.32333333333333, Max: 10.549999999999999, Min: 10.149999999999999

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 10.32333333333333

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Score: 10.32333333333333

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 26

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Running with params: {'chains': 1, 'draws': 2900, 'tune': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_2900_30

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 25...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 6...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 6.469666666666666, Max: 6.6, Min: 6.3

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 27

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Running with params: {'chains': 2, 'draws': 1700, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1700_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 25...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 5...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 9.110666666666667, Max: 9.21, Min: 8.87

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 9.110666666666667, Max: 9.21, Min: 8.87

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 9.110666666666667

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Score: 9.110666666666667

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Upto iteration 50: {'chains': 0, 'draws': 3100.0, 'tune': 0.0}

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Optimization Iteration: 28

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Running with params: {'chains': 1, 'draws': 600, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_600_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 9...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 2...

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Timings: Avg: 6.2843333333333335, Max: 6.390000000000001, Min: 6.15

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 29

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Running with params: {'chains': 2, 'draws': 3300, 'tune': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_3300_20

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 12.219666666666663, Max: 13.030000000000001, Min: 11.79

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 12.219666666666663, Max: 13.030000000000001, Min: 11.79

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 12.219666666666663

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Score: 12.219666666666663

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 30

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Running with params: {'chains': 6, 'draws': 1400, 'tune': 660}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_1400_660

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 19...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 18.872000000000003, Max: 23.650000000000002, Min: 17.63

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.872000000000003, Max: 23.650000000000002, Min: 17.63

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.872000000000003

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Score: 18.872000000000003

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 31

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Running with params: {'chains': 3, 'draws': 6500, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_6500_0

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 0...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 26.047999999999995, Max: 32.9, Min: 23.41

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.047999999999995, Max: 32.9, Min: 23.41

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.047999999999995

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Score: 26.047999999999995

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 32

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Running with params: {'chains': 4, 'draws': 4600, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_4600_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 14...

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Iter 19...

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Iter 22...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 3...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 4...

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Iter 20...

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Iter 21...

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Iter 5...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 25.858666666666668, Max: 32.550000000000004, Min: 22.75

 40%|████      | 31/77 [19:39<2:59:15, 233.82s/trial, best loss: 7.152333333333333]
                                                                                   
Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.858666666666668, Max: 32.550000000000004, Min: 22.75

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.858666666666668

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Score: 25.858666666666668

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 33

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Running with params: {'chains': 2, 'draws': 2200, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_2200_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 18...

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Iter 7...

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Iter 17...

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Iter 4...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 10.206666666666665, Max: 10.69, Min: 9.91

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 10.206666666666665, Max: 10.69, Min: 9.91

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 10.206666666666665

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Score: 10.206666666666665

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 34

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Running with params: {'chains': 5, 'draws': 600, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_600_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 23...

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Iter 7...

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Iter 5...

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Iter 27...

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Timings: Avg: 9.382, Max: 9.510000000000002, Min: 9.17

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 35

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Running with params: {'chains': 1, 'draws': 3800, 'tune': 760}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_3800_760

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 19...

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Iter 18...

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Iter 29...

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Timings: Avg: 8.846333333333332, Max: 8.97, Min: 8.65

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 8.846333333333332, Max: 8.97, Min: 8.65

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 8.846333333333332

 44%|████▍     | 34/77 [31:03<2:46:31, 232.36s/trial, best loss: 7.152333333333333]
                                                                                   
Score: 8.846333333333332

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 36

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Running with params: {'chains': 2, 'draws': 1200, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1200_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 7...

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Iter 4...

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Iter 5...

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Iter 23...

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Iter 25...

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Iter 26...

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Iter 28...

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Iter 29...

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Iter 27...

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Timings: Avg: 8.577, Max: 8.69, Min: 8.46

 45%|████▌     | 35/77 [34:50<2:41:36, 230.86s/trial, best loss: 7.152333333333333]
                                                                                   
Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 8.577, Max: 8.69, Min: 8.46

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 8.577

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Score: 8.577

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 37

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Running with params: {'chains': 4, 'draws': 2500, 'tune': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_2500_20

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 7...

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Iter 12...

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Iter 3...

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 16.428333333333335, Max: 18.94, Min: 15.18

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 16.428333333333335, Max: 18.94, Min: 15.18

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

 47%|████▋     | 36/77 [38:44<2:36:58, 229.72s/trial, best loss: 7.152333333333333]
                                                                                   
Probabilty of failure: 0.0

 47%|████▋     | 36/77 [38:44<2:36:58, 229.72s/trial, best loss: 7.152333333333333]
                                                                                   
Runtime: 16.428333333333335

 47%|████▋     | 36/77 [38:44<2:36:58, 229.72s/trial, best loss: 7.152333333333333]
                                                                                   
Score: 16.428333333333335

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 38

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Running with params: {'chains': 3, 'draws': 400, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_400_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 7...

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Iter 4...

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Timings: Avg: 7.049999999999999, Max: 7.15, Min: 6.83

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 39

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Running with params: {'chains': 5, 'draws': 1500, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_1500_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 13.922333333333334, Max: 15.81, Min: 13.26

 49%|████▉     | 38/77 [46:22<2:29:05, 229.38s/trial, best loss: 7.152333333333333]
                                                                                   
Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 13.922333333333334, Max: 15.81, Min: 13.26

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 13.922333333333334

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Score: 13.922333333333334

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 40

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Running with params: {'chains': 6, 'draws': 6400, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_6400_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 3...

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Iter 17...

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Iter 5...

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Iter 27...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 15...

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Iter 14...

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Iter 16...

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Iter 4...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 6...

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Iter 29...

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Iter 28...

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Timings: Avg: 51.050333333333334, Max: 64.16, Min: 41.03

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 51.050333333333334, Max: 64.16, Min: 41.03

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 51.050333333333334

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Score: 51.050333333333334

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 41

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Running with params: {'chains': None, 'draws': 9000, 'tune': 50}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_9000_50

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 9...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 2...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 45.92066666666666, Max: 58.57, Min: 39.02

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 45.92066666666666, Max: 58.57, Min: 39.02

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 45.92066666666666

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Score: 45.92066666666666

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 42

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Running with params: {'chains': 1, 'draws': 1100, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_1100_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 6.888333333333333, Max: 6.970000000000001, Min: 6.73

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 43

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Running with params: {'chains': 3, 'draws': 4100, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_4100_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 29...

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Iter 28...

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Timings: Avg: 19.214333333333332, Max: 22.48, Min: 17.41

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 19.214333333333332, Max: 22.48, Min: 17.41

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 19.214333333333332

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Score: 19.214333333333332

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 44

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Running with params: {'chains': 2, 'draws': 400, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_400_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 7.070666666666668, Max: 7.17, Min: 6.8500000000000005

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 45

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Running with params: {'chains': None, 'draws': 4900, 'tune': 5070}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_4900_5070

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 24...

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Iter 19...

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Iter 5...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 55.02599999999999, Max: 67.76, Min: 42.01

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 55.02599999999999, Max: 67.76, Min: 42.01

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 55.02599999999999

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Score: 55.02599999999999

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 46

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Running with params: {'chains': 5, 'draws': 700, 'tune': 1360}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_5_700_1360

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 17.27433333333333, Max: 20.41, Min: 15.919999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 17.27433333333333, Max: 20.41, Min: 15.919999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 17.27433333333333

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Score: 17.27433333333333

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 47

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Running with params: {'chains': 4, 'draws': 2600, 'tune': 170}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_4_2600_170

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Launching 30 jobs, 30 in parallel

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Iter 25...

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Iter 27...

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Iter 29...

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Timings: Avg: 18.178333333333335, Max: 21.39, Min: 16.78

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.178333333333335, Max: 21.39, Min: 16.78

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.178333333333335

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Score: 18.178333333333335

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 48

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Running with params: {'chains': 2, 'draws': 1700, 'tune': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_2_1700_20

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 9...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 2...

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Iter 29...

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Timings: Avg: 9.896999999999998, Max: 10.100000000000001, Min: 9.69

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 9.896999999999998, Max: 10.100000000000001, Min: 9.69

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 9.896999999999998

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Score: 9.896999999999998

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 49

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Running with params: {'chains': 6, 'draws': 1000, 'tune': 120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_6_1000_120

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 22...

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Iter 5...

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Iter 25...

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Iter 28...

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Timings: Avg: 13.487666666666666, Max: 14.68, Min: 13.03

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 13.487666666666666, Max: 14.68, Min: 13.03

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 13.487666666666666

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Score: 13.487666666666666

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 50

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Running with params: {'chains': 1, 'draws': 200, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_200_0

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 4...

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Iter 22...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 16...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 5...

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Timings: Avg: 6.935, Max: 7.0, Min: 6.8100000000000005

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 51

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Running with params: {'chains': 3, 'draws': 3400, 'tune': 420}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_3_3400_420

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 18.645000000000003, Max: 22.23, Min: 16.810000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.645000000000003, Max: 22.23, Min: 16.810000000000002

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Variance (0.0) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.645000000000003

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Score: 18.645000000000003

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 52

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Running with params: {'chains': None, 'draws': 400, 'tune': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_None_400_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Optimization Iteration: 53

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Running with params: {'chains': 1, 'draws': 800, 'tune': 0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597945912/assert_47620224_1_800_0

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 7.1656666666666675, Max: 7.33, Min: 7.029999999999999

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 7.152333333333333

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Best-param: {'chains': 1, 'draws': 3100, 'tune': 0}

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Upto iteration 100: {'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Breaking...
{'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Best score: 7.152333333333333
Repeated params: 1
Trials: 54
Best param {'chains': 0, 'draws': 3100.0, 'tune': 0.0}
Reduction: 25.140424938073497%
Speedup: 1.3358344596169087x
Optimizer time: 12405.437228679657
Spec: 8
test_sample_posterior_predictive_after_set_data
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_data_container.py
ClassName: TestData
Testname: test_sample_posterior_predictive_after_set_data
Params: draws,63,30,ParamType.ITER,1000
tune,63,41,ParamType.ITER,1000
chains,63,54,ParamType.CHAINS,1
Assertion: np.testing.assert_allclose(x_test, y_test['obs'].mean(axis=0), atol=1e-1)
Original runtime: 16.079
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'draws': 1000, 'tune': 1000, 'chains': 1}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1000_1000_1
Launching 30 jobs, 30 in parallel
Iter 5...
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Iter 1...
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Iter 0...
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Iter 7...
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Iter 21...
Iter 20...
Timings: Avg: 15.374000000000002, Max: 16.92, Min: 14.64
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 15.374000000000002, Max: 16.92, Min: 14.64
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 15.374000000000002
Score: 15.374000000000002
Best-score: 15.374000000000002
Best-param: {'draws': 1000, 'tune': 1000, 'chains': 1}
>>Setting original runtime to 15.374000000000002

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Optimization Iteration: 1

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Running with params: {'chains': 1, 'draws': 1980, 'tune': 2120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_1980_2120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 24.22166666666666, Max: 29.689999999999998, Min: 21.56

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.22166666666666, Max: 29.689999999999998, Min: 21.56

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.22166666666666

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Score: 24.22166666666666

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Best-score: 15.374000000000002

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Best-param: {'draws': 1000, 'tune': 1000, 'chains': 1}

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Optimization Iteration: 2

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Running with params: {'chains': 4, 'draws': 120, 'tune': 5300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_120_5300

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.657, Max: 34.04, Min: 23.799999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.657, Max: 34.04, Min: 23.799999999999997

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.657

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Score: 29.657

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Best-score: 15.374000000000002

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Best-param: {'draws': 1000, 'tune': 1000, 'chains': 1}

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Optimization Iteration: 3

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Running with params: {'chains': 1, 'draws': 100, 'tune': 540}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_100_540

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 9.062000000000001, Max: 9.25, Min: 8.83

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 9.062000000000001, Max: 9.25, Min: 8.83

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 9.062000000000001

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Score: 9.062000000000001

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 4

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Running with params: {'chains': 3, 'draws': 610, 'tune': 6530}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_610_6530

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 39.675333333333334, Max: 48.14, Min: 33.43

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 39.675333333333334, Max: 48.14, Min: 33.43

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.675333333333334

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Score: 39.675333333333334

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 5

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Running with params: {'chains': 4, 'draws': 400, 'tune': 2650}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_400_2650

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.662, Max: 36.43, Min: 25.619999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.662, Max: 36.43, Min: 25.619999999999997

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.662

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Score: 29.662

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 6

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Running with params: {'chains': 3, 'draws': 380, 'tune': 600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_380_600

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 19.235333333333333, Max: 22.85, Min: 17.330000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 19.235333333333333, Max: 22.85, Min: 17.330000000000002

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 19.235333333333333

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Score: 19.235333333333333

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 7

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Running with params: {'chains': 3, 'draws': 3310, 'tune': 1000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_3310_1000

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 125.86200000000002, Max: 139.92, Min: 104.21

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 125.86200000000002, Max: 139.92, Min: 104.21

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 125.86200000000002

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Score: 125.86200000000002

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 8

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Running with params: {'chains': 1, 'draws': 2390, 'tune': 550}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_2390_550

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 28.751666666666665, Max: 36.95, Min: 24.13

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.751666666666665, Max: 36.95, Min: 24.13

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.751666666666665

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Score: 28.751666666666665

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 9

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Running with params: {'chains': 3, 'draws': 200, 'tune': 1060}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_200_1060

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 15.629666666666663, Max: 18.259999999999998, Min: 14.9

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 15.629666666666663, Max: 18.259999999999998, Min: 14.9

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 15.629666666666663

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Score: 15.629666666666663

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 10

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Running with params: {'chains': 3, 'draws': 570, 'tune': 2540}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_570_2540

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.423000000000005, Max: 35.35, Min: 26.18

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.423000000000005, Max: 35.35, Min: 26.18

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.423000000000005

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Score: 30.423000000000005

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 11

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Running with params: {'chains': 4, 'draws': 1180, 'tune': 5380}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_1180_5380

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 74.03, Max: 88.92, Min: 57.5

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 74.03, Max: 88.92, Min: 57.5

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 74.03

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Score: 74.03

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 12

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Running with params: {'chains': 4, 'draws': 130, 'tune': 7250}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_130_7250

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.562000000000005, Max: 42.51, Min: 29.04

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.562000000000005, Max: 42.51, Min: 29.04

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.562000000000005

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Score: 34.562000000000005

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 13

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Running with params: {'chains': 6, 'draws': 2080, 'tune': 1120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_6_2080_1120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 155.395, Max: 180.65, Min: 120.69

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 155.395, Max: 180.65, Min: 120.69

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 155.395

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Score: 155.395

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 14

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Running with params: {'chains': 1, 'draws': 2860, 'tune': 7550}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_2860_7550

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.21799999999999, Max: 45.370000000000005, Min: 30.68

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.21799999999999, Max: 45.370000000000005, Min: 30.68

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.21799999999999

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Score: 35.21799999999999

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 15

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Running with params: {'chains': 3, 'draws': 110, 'tune': 600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_110_600

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 12.89766666666667, Max: 13.25, Min: 12.57

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 12.89766666666667, Max: 13.25, Min: 12.57

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 12.89766666666667

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Score: 12.89766666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 16

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Running with params: {'chains': None, 'draws': 700, 'tune': 5670}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_None_700_5670

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 54.587, Max: 65.63, Min: 43.47

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 54.587, Max: 65.63, Min: 43.47

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 54.587

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Score: 54.587

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 17

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Running with params: {'chains': 2, 'draws': 1270, 'tune': 660}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_2_1270_660

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.609, Max: 39.94, Min: 27.63

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.609, Max: 39.94, Min: 27.63

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.609

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Score: 33.609

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 18

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Running with params: {'chains': 5, 'draws': 3090, 'tune': 670}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_5_3090_670

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 195.29433333333333, Max: 218.12, Min: 162.24

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 195.29433333333333, Max: 218.12, Min: 162.24

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 195.29433333333333

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Score: 195.29433333333333

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 19

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Running with params: {'chains': None, 'draws': 150, 'tune': 1730}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_None_150_1730

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 18.547666666666665, Max: 22.130000000000003, Min: 17.65

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.547666666666665, Max: 22.130000000000003, Min: 17.65

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.547666666666665

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Score: 18.547666666666665

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 20

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Running with params: {'chains': 1, 'draws': 1880, 'tune': 1810}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_1880_1810

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.716666666666672, Max: 30.91, Min: 22.72

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.716666666666672, Max: 30.91, Min: 22.72

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.716666666666672

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Score: 26.716666666666672

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 21

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Running with params: {'chains': 2, 'draws': 230, 'tune': 810}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_2_230_810

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Iter 28...

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Timings: Avg: 14.369000000000002, Max: 15.3, Min: 13.86

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 14.369000000000002, Max: 15.3, Min: 13.86

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 14.369000000000002

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Score: 14.369000000000002

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 22

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Running with params: {'chains': 6, 'draws': 250, 'tune': 500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_6_250_500

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 24.65566666666667, Max: 30.03, Min: 22.099999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.65566666666667, Max: 30.03, Min: 22.099999999999998

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.65566666666667

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Score: 24.65566666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 23

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Running with params: {'chains': 5, 'draws': 100, 'tune': 1270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_5_100_1270

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Launching 30 jobs, 30 in parallel

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Iter 25...

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Iter 6...

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Timings: Avg: 18.686333333333337, Max: 20.76, Min: 16.97

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.686333333333337, Max: 20.76, Min: 16.97

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.686333333333337

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Score: 18.686333333333337

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Upto iteration 50: {'chains': 0, 'draws': 100.0, 'tune': 540.0}

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Optimization Iteration: 24

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Running with params: {'chains': 1, 'draws': 100, 'tune': 3550}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_100_3550

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 11.743333333333334, Max: 11.93, Min: 11.440000000000001

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 11.743333333333334, Max: 11.93, Min: 11.440000000000001

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 11.743333333333334

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Score: 11.743333333333334

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 25

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Running with params: {'chains': 1, 'draws': 4710, 'tune': 4080}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_4710_4080

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Timings: Avg: 55.694, Max: 66.61, Min: 44.839999999999996

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 55.694, Max: 66.61, Min: 44.839999999999996

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 55.694

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Score: 55.694

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 26

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Running with params: {'chains': 1, 'draws': 160, 'tune': 3720}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_160_3720

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 12.446333333333333, Max: 12.77, Min: 12.0

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 12.446333333333333, Max: 12.77, Min: 12.0

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 12.446333333333333

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Score: 12.446333333333333

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 27

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Running with params: {'chains': 1, 'draws': 310, 'tune': 3260}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_310_3260

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 13.422999999999998, Max: 14.25, Min: 12.93

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 13.422999999999998, Max: 14.25, Min: 12.93

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 13.422999999999998

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Score: 13.422999999999998

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 28

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Running with params: {'chains': 1, 'draws': 170, 'tune': 1470}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_170_1470

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 12.006666666666666, Max: 12.23, Min: 11.399999999999999

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 12.006666666666666, Max: 12.23, Min: 11.399999999999999

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 12.006666666666666

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Score: 12.006666666666666

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 29

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Running with params: {'chains': 1, 'draws': 940, 'tune': 2800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_940_2800

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 18.624, Max: 21.99, Min: 17.46

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 18.624, Max: 21.99, Min: 17.46

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 18.624

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Score: 18.624

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 30

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Running with params: {'chains': 2, 'draws': 100, 'tune': 2140}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_2_100_2140

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 14.976666666666663, Max: 16.36, Min: 14.32

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 14.976666666666663, Max: 16.36, Min: 14.32

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 14.976666666666663

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Score: 14.976666666666663

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 31

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Running with params: {'chains': 6, 'draws': 300, 'tune': 4370}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_6_300_4370

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 51.705, Max: 58.06999999999999, Min: 40.38

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 51.705, Max: 58.06999999999999, Min: 40.38

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 51.705

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Score: 51.705

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 32

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Running with params: {'chains': 5, 'draws': 510, 'tune': 2100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_5_510_2100

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 42.995, Max: 52.0, Min: 35.37

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 42.995, Max: 52.0, Min: 35.37

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 42.995

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Score: 42.995

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 33

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Running with params: {'chains': None, 'draws': 130, 'tune': 4640}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_None_130_4640

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Launching 30 jobs, 30 in parallel

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Iter 6...

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Timings: Avg: 30.441666666666663, Max: 34.76, Min: 25.76

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.441666666666663, Max: 34.76, Min: 25.76

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.441666666666663

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Score: 30.441666666666663

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 34

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Running with params: {'chains': 1, 'draws': 450, 'tune': 810}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_450_810

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 14.466, Max: 15.27, Min: 14.120000000000001

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 14.466, Max: 15.27, Min: 14.120000000000001

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 14.466

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Score: 14.466

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 35

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Running with params: {'chains': 1, 'draws': 190, 'tune': 6390}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_190_6390

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Iter 28...

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Timings: Avg: 14.013333333333334, Max: 14.72, Min: 13.66

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 14.013333333333334, Max: 14.72, Min: 13.66

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 14.013333333333334

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Score: 14.013333333333334

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 36

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Running with params: {'chains': 4, 'draws': 350, 'tune': 2970}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_350_2970

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Launching 30 jobs, 30 in parallel

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Iter 12...

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Iter 28...

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Iter 29...

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Timings: Avg: 32.455000000000005, Max: 40.120000000000005, Min: 28.56

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.455000000000005, Max: 40.120000000000005, Min: 28.56

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.455000000000005

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Score: 32.455000000000005

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 37

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Running with params: {'chains': 1, 'draws': 250, 'tune': 3420}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_250_3420

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 13.84966666666667, Max: 13.98, Min: 13.46

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 13.84966666666667, Max: 13.98, Min: 13.46

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 13.84966666666667

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Score: 13.84966666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 38

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Running with params: {'chains': 1, 'draws': 930, 'tune': 1370}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_930_1370

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 19.081333333333337, Max: 21.36, Min: 17.89

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 19.081333333333337, Max: 21.36, Min: 17.89

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 19.081333333333337

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Score: 19.081333333333337

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 39

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Running with params: {'chains': 6, 'draws': 130, 'tune': 2410}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_6_130_2410

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.601666666666667, Max: 35.21, Min: 25.1

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.601666666666667, Max: 35.21, Min: 25.1

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.601666666666667

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Score: 29.601666666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 40

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Running with params: {'chains': None, 'draws': 4280, 'tune': 1610}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_None_4280_1610

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 236.39566666666667, Max: 250.03, Min: 210.87

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 236.39566666666667, Max: 250.03, Min: 210.87

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 236.39566666666667

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Score: 236.39566666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 41

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Running with params: {'chains': 4, 'draws': 210, 'tune': 4840}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_210_4840

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 29...

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Timings: Avg: 32.757666666666665, Max: 39.81, Min: 28.349999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.757666666666665, Max: 39.81, Min: 28.349999999999998

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.757666666666665

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Score: 32.757666666666665

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 42

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Running with params: {'chains': 2, 'draws': 100, 'tune': 2430}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_2_100_2430

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 16.843666666666664, Max: 18.39, Min: 15.879999999999999

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 16.843666666666664, Max: 18.39, Min: 15.879999999999999

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 16.843666666666664

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Score: 16.843666666666664

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 43

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Running with params: {'chains': 3, 'draws': 290, 'tune': 930}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_290_930

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 21.11266666666667, Max: 24.51, Min: 19.71

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 21.11266666666667, Max: 24.51, Min: 19.71

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 21.11266666666667

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Score: 21.11266666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 44

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Running with params: {'chains': 5, 'draws': 380, 'tune': 3830}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_5_380_3830

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 29...

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Iter 27...

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Iter 28...

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Timings: Avg: 41.469666666666654, Max: 53.58, Min: 36.7

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 41.469666666666654, Max: 53.58, Min: 36.7

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.469666666666654

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Score: 41.469666666666654

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 45

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Running with params: {'chains': 1, 'draws': 1560, 'tune': 6280}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_1560_6280

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.639666666666667, Max: 32.67, Min: 24.16

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.639666666666667, Max: 32.67, Min: 24.16

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.639666666666667

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Score: 28.639666666666667

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 46

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Running with params: {'chains': 1, 'draws': 620, 'tune': 3280}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_1_620_3280

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 17.532, Max: 20.48, Min: 16.12

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 17.532, Max: 20.48, Min: 16.12

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 17.532

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Score: 17.532

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 47

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Running with params: {'chains': 3, 'draws': 150, 'tune': 7950}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_3_150_7950

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.49633333333333, Max: 39.79, Min: 29.46

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.49633333333333, Max: 39.79, Min: 29.46

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.49633333333333

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Score: 33.49633333333333

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Optimization Iteration: 48

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Running with params: {'chains': 4, 'draws': 120, 'tune': 5110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597958567/assert_67842700_4_120_5110

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 32.748, Max: 38.220000000000006, Min: 26.89

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.748, Max: 38.220000000000006, Min: 26.89

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.748

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Score: 32.748

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Best-score: 9.062000000000001

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Best-param: {'chains': 1, 'draws': 100, 'tune': 540}

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Upto iteration 100: {'chains': 0, 'draws': 100.0, 'tune': 540.0}
Breaking...
{'chains': 0, 'draws': 100.0, 'tune': 540.0}
Best score: 9.062000000000001
Repeated params: 0
Trials: 49
Best param {'chains': 0, 'draws': 100.0, 'tune': 540.0}
Reduction: 41.05632886691818%
Speedup: 1.6965349812403443x
Optimizer time: 12408.875856161118
Spec: 9
test_fit_oo[SVGD-full]
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_variational_inference.py
ClassName: none
Testname: test_fit_oo[SVGD-full]
Params: param1,708,47,ParamType.ITER,10000
param2,679,58,ParamType.LR,0.075
Assertion: np.testing.assert_allclose(np.mean(trace['mu']), mu_post, rtol=0.05)
Original runtime: 26.961
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'param1': 10000, 'param2': 0.075}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_10000_0.075
Launching 30 jobs, 30 in parallel
Iter 23...
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Iter 2...
Timings: Avg: 27.619333333333326, Max: 29.11, Min: 26.56
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 27.619333333333326, Max: 29.11, Min: 26.56
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.619333333333326
Score: 27.619333333333326
Best-score: 27.619333333333326
Best-param: {'param1': 10000, 'param2': 0.075}
>>Setting original runtime to 27.619333333333326

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Optimization Iteration: 1

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Running with params: {'param1': 8000, 'param2': 0.000839166679150323}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.000839166679150323

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Optimization Iteration: 2

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Running with params: {'param1': 800, 'param2': 0.2975303566464495}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_800_0.2975303566464495

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.421, Max: 31.86, Min: 26.790000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 3

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Running with params: {'param1': 9400, 'param2': 0.0001203909851917154}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.0001203909851917154

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Optimization Iteration: 4

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Running with params: {'param1': 200, 'param2': 0.00024359370180888435}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.00024359370180888435

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Optimization Iteration: 5

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Running with params: {'param1': 600, 'param2': 0.13085859900746896}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_600_0.13085859900746896

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 27.715666666666667, Max: 29.46, Min: 26.73

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 6

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Running with params: {'param1': 3300, 'param2': 0.09176408132321794}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3300_0.09176408132321794

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 29.005, Max: 32.370000000000005, Min: 27.630000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.005, Max: 32.370000000000005, Min: 27.630000000000003

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.005

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Score: 29.005

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 7

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Running with params: {'param1': 2500, 'param2': 0.017248584584881186}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.017248584584881186

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Optimization Iteration: 8

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Running with params: {'param1': 900, 'param2': 0.03608754638135108}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.03608754638135108

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Optimization Iteration: 9

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Running with params: {'param1': 3500, 'param2': 0.013262627101485245}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.013262627101485245

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Optimization Iteration: 10

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Running with params: {'param1': 1300, 'param2': 0.06005801729297696}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.06005801729297696

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Optimization Iteration: 11

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Running with params: {'param1': 700, 'param2': 0.023997984778184104}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.023997984778184104

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Optimization Iteration: 12

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Running with params: {'param1': 6900, 'param2': 0.07511026630843115}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_6900_0.07511026630843115

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.696, Max: 31.11, Min: 27.29

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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All-Passed: True

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Runtime: 28.696

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Score: 28.696

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Best-score: 27.619333333333326

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1800_0.45567897271871516

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.65466666666667, Max: 32.77, Min: 27.53

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Passed tests : 0

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 22

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Running with params: {'param1': 6200, 'param2': 0.1439620755483507}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_6200_0.1439620755483507

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.863333333333337, Max: 32.47, Min: 27.32

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Half of samples failed, exiting...

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 23

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Running with params: {'param1': 4800, 'param2': 0.12408146952415672}

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.851666666666667, Max: 30.82, Min: 27.52

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Optimization Iteration: 24

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Running with params: {'param1': 400, 'param2': 0.241344028590021}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_400_0.241344028590021

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Timings: Avg: 29.30033333333333, Max: 31.93, Min: 28.08

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Optimization Iteration: 25

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.0055683805683247435

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Optimization Iteration: 26

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1500_0.3807320549908756

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Timings: Avg: 29.49266666666667, Max: 33.32, Min: 28.150000000000002

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Optimization Iteration: 27

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Running with params: {'param1': 2400, 'param2': 0.07333134045085055}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_2400_0.07333134045085055

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Timings: Avg: 29.501666666666665, Max: 32.95, Min: 28.2

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.501666666666665, Max: 32.95, Min: 28.2

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.501666666666665

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Score: 29.501666666666665

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 28

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Running with params: {'param1': 6200, 'param2': 0.00890755728234117}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.00890755728234117

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Optimization Iteration: 29

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Running with params: {'param1': 6500, 'param2': 0.004485325972433503}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.004485325972433503

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Optimization Iteration: 30

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Running with params: {'param1': 400, 'param2': 0.0004202988252706823}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.0004202988252706823

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Optimization Iteration: 31

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Running with params: {'param1': 100, 'param2': 0.20975706952621073}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_100_0.20975706952621073

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 29.355666666666668, Max: 33.0, Min: 28.39

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 32

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Running with params: {'param1': 4700, 'param2': 0.07868388333167572}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_4700_0.07868388333167572

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 29...

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Timings: Avg: 29.657, Max: 31.88, Min: 28.42

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.657, Max: 31.88, Min: 28.42

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.657

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Score: 29.657

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 33

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Running with params: {'param1': 9500, 'param2': 0.015190926148642099}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.015190926148642099

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Optimization Iteration: 34

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Running with params: {'param1': 1900, 'param2': 0.46892381855637866}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1900_0.46892381855637866

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.236333333333338, Max: 32.47, Min: 29.02

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Passed tests : 0

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Half of samples failed, exiting...

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 35

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Running with params: {'param1': 3600, 'param2': 0.11255242673364414}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3600_0.11255242673364414

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.014000000000003, Max: 32.160000000000004, Min: 29.02

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Passed tests : 0

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 36

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Running with params: {'param1': 1300, 'param2': 0.002999129210195107}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.002999129210195107

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Optimization Iteration: 37

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Running with params: {'param1': 2700, 'param2': 0.19748136294350155}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_2700_0.19748136294350155

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.157666666666668, Max: 32.24, Min: 29.36

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 38

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Running with params: {'param1': 7300, 'param2': 0.020749276421551974}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.020749276421551974

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Optimization Iteration: 39

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Running with params: {'param1': 500, 'param2': 0.27068836549679776}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_500_0.27068836549679776

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.63266666666667, Max: 33.34, Min: 29.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.63266666666667, Max: 33.34, Min: 29.33

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.63266666666667

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Score: 30.63266666666667

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Upto iteration 50: {'param1': 6900.0, 'param2': 0.07511026630843115}

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Optimization Iteration: 40

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Running with params: {'param1': 5600, 'param2': 0.012489978119417253}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.012489978119417253

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Running with params: {'param1': 3200, 'param2': 0.05579492551077543}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.05579492551077543

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Optimization Iteration: 42

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Running with params: {'param1': 2000, 'param2': 0.08702475836799052}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_2000_0.08702475836799052

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.68133333333333, Max: 33.48, Min: 29.0

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.68133333333333, Max: 33.48, Min: 29.0

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.68133333333333

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Score: 30.68133333333333

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 43

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Running with params: {'param1': 9700, 'param2': 0.029277192463435298}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.029277192463435298

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Optimization Iteration: 44

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Running with params: {'param1': 4700, 'param2': 0.0004305743169016164}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.0004305743169016164

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Optimization Iteration: 45

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Running with params: {'param1': 1400, 'param2': 0.010455962754857055}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.010455962754857055

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Optimization Iteration: 46

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Running with params: {'param1': 700, 'param2': 0.15909182910537606}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_700_0.15909182910537606

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.314666666666664, Max: 34.05, Min: 29.21

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 47

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Running with params: {'param1': 3000, 'param2': 0.336478237668086}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3000_0.336478237668086

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.41866666666666, Max: 33.75, Min: 30.479999999999997

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Passed tests : 0

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 48

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Running with params: {'param1': 4000, 'param2': 0.03263177570496122}

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Running with params: {'param1': 100, 'param2': 0.019944031495855954}

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Running with params: {'param1': 1200, 'param2': 0.052207441772813376}

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Running with params: {'param1': 7600, 'param2': 0.100098584197507}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_7600_0.100098584197507

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.908, Max: 34.23, Min: 30.090000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.908, Max: 34.23, Min: 30.090000000000003

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.908

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Score: 31.908

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 52

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Running with params: {'param1': 300, 'param2': 0.0036720572447673868}

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Running with params: {'param1': 2100, 'param2': 0.00010518076840921249}

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Running with params: {'param1': 1100, 'param2': 0.0015335313334869844}

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Running with params: {'param1': 1600, 'param2': 0.002092156265048953}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_8500_0.47359077021066165

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Launching 30 jobs, 30 in parallel

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 60

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Running with params: {'param1': 2300, 'param2': 0.0007799896764685774}

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Running with params: {'param1': 1600, 'param2': 0.1678864906464101}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1600_0.1678864906464101

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Timings: Avg: 31.147333333333332, Max: 33.36, Min: 29.39

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.147333333333332, Max: 33.36, Min: 29.39

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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All-Passed: True

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Runtime: 31.147333333333332

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Score: 31.147333333333332

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 62

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Running with params: {'param1': 800, 'param2': 0.06773434292923088}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_800_0.06773434292923088

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.09733333333333, Max: 35.8, Min: 30.66

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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All-Passed: True

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Runtime: 32.09733333333333

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Score: 32.09733333333333

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 63

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Running with params: {'param1': 6800, 'param2': 0.005637681018973888}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.005637681018973888

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Optimization Iteration: 64

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Running with params: {'param1': 2800, 'param2': 0.31699298189666414}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_2800_0.31699298189666414

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.65866666666667, Max: 34.07, Min: 30.19

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.65866666666667, Max: 34.07, Min: 30.19

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.65866666666667

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Score: 31.65866666666667

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 65

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Running with params: {'param1': 5500, 'param2': 0.03520792059639039}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.03520792059639039

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Optimization Iteration: 66

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Running with params: {'param1': 3400, 'param2': 0.07770457053217947}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3400_0.07770457053217947

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.500333333333337, Max: 32.74, Min: 30.57

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.500333333333337, Max: 32.74, Min: 30.57

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.500333333333337

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Score: 31.500333333333337

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 67

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Running with params: {'param1': 3900, 'param2': 0.12403371953382612}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3900_0.12403371953382612

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.560999999999996, Max: 32.81, Min: 30.849999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 68

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Running with params: {'param1': 2400, 'param2': 0.016526237130604693}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.016526237130604693

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Optimization Iteration: 69

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Running with params: {'param1': 1800, 'param2': 0.250588218352976}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1800_0.250588218352976

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.099, Max: 33.58, Min: 31.04

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 70

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Running with params: {'param1': 4700, 'param2': 0.06410407809480552}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.06410407809480552

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Optimization Iteration: 71

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Running with params: {'param1': 2800, 'param2': 0.04381599446841993}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.04381599446841993

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Optimization Iteration: 72

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Running with params: {'param1': 2200, 'param2': 0.0970808855709247}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_2200_0.0970808855709247

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.56766666666666, Max: 35.769999999999996, Min: 31.06

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.56766666666666, Max: 35.769999999999996, Min: 31.06

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.56766666666666

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Score: 32.56766666666666

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 73

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Running with params: {'param1': 3600, 'param2': 0.024759337079258086}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.024759337079258086

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Optimization Iteration: 74

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Running with params: {'param1': 8600, 'param2': 0.009928347696529085}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.009928347696529085

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Optimization Iteration: 75

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Running with params: {'param1': 6000, 'param2': 0.18133578893107738}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_6000_0.18133578893107738

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.150000000000006, Max: 36.06, Min: 30.75

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 76

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Running with params: {'param1': 9900, 'param2': 0.3870853844696376}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_9900_0.3870853844696376

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.21666666666667, Max: 36.37, Min: 31.68

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Passed tests : 30

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.21666666666667, Max: 36.37, Min: 31.68

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Variance (7.703719777548943e-34) too small, using delta distribution

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Runtime: 33.21666666666667

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Score: 33.21666666666667

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 77

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Running with params: {'param1': 600, 'param2': 0.1266352117648852}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_600_0.1266352117648852

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.895999999999994, Max: 36.9, Min: 31.71

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.895999999999994, Max: 36.9, Min: 31.71

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.895999999999994

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Score: 33.895999999999994

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 78

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Running with params: {'param1': 3100, 'param2': 0.22933699279587894}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_3100_0.22933699279587894

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.324666666666666, Max: 37.42, Min: 32.07

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Passed tests : 0

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Half of samples failed, exiting...

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Optimization Iteration: 79

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Running with params: {'param1': 5300, 'param2': 0.014845837220289489}

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Lower learning rate.. returning... Best: 0.075, Proposed: 0.014845837220289489

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Optimization Iteration: 80

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Running with params: {'param1': 1800, 'param2': 0.0713570893328719}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597971302/assert_64510006_1800_0.0713570893328719

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.974000000000004, Max: 36.83, Min: 32.59

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.974000000000004, Max: 36.83, Min: 32.59

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.974000000000004

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Score: 33.974000000000004

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Best-score: 27.619333333333326

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Best-param: {'param1': 10000, 'param2': 0.075}

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Upto iteration 100: {'param1': 6900.0, 'param2': 0.07511026630843115}
Breaking...
{'param1': 6900.0, 'param2': 0.07511026630843115}
Best score: 27.619333333333326
Repeated params: 0
Trials: 81
Best param {'param1': 6900.0, 'param2': 0.07511026630843115}
Reduction: 0.0%
Speedup: 1.0x
Optimizer time: 12644.907389879227
Spec: 10
test_fit_oo[ASVGD-mini]
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_variational_inference.py
ClassName: none
Testname: test_fit_oo[ASVGD-mini]
Params: param1,708,47,ParamType.ITER,10000
param2,691,58,ParamType.LR,0.07
Assertion: np.testing.assert_allclose(np.mean(trace['mu']), mu_post, rtol=0.05)
Original runtime: 32.818999999999996
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'param1': 10000, 'param2': 0.07}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_10000_0.07
Launching 30 jobs, 30 in parallel
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Timings: Avg: 34.50333333333333, Max: 38.55, Min: 32.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 34.50333333333333, Max: 38.55, Min: 32.6
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.7333369499485123e-33) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.50333333333333
Score: 34.50333333333333
Best-score: 34.50333333333333
Best-param: {'param1': 10000, 'param2': 0.07}
>>Setting original runtime to 34.50333333333333

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_300_0.34041401980742525

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Passed tests : 0

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Optimization Iteration: 2

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Running with params: {'param1': 4400, 'param2': 0.18112879981818444}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_4400_0.18112879981818444

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Timings: Avg: 33.95733333333333, Max: 35.69, Min: 32.06

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.95733333333333, Max: 35.69, Min: 32.06

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Variance (0.0) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.95733333333333

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Score: 33.95733333333333

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 3

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Running with params: {'param1': 100, 'param2': 0.0022898201329159215}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0022898201329159215

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Optimization Iteration: 4

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Running with params: {'param1': 300, 'param2': 0.0027899466022470094}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0027899466022470094

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Optimization Iteration: 5

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Running with params: {'param1': 1700, 'param2': 0.00013599344630788534}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.00013599344630788534

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Optimization Iteration: 6

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Running with params: {'param1': 200, 'param2': 0.1224127231000944}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1224127231000944

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Optimization Iteration: 7

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Running with params: {'param1': 200, 'param2': 0.004668238098044029}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.004668238098044029

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Optimization Iteration: 8

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Running with params: {'param1': 4900, 'param2': 0.28761004333630225}

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Higher iteration... returning...

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Optimization Iteration: 9

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Running with params: {'param1': 8500, 'param2': 0.035548392003764064}

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Higher iteration... returning...

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Optimization Iteration: 10

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Running with params: {'param1': 3600, 'param2': 0.00016138997845678907}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.00016138997845678907

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Optimization Iteration: 11

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Running with params: {'param1': 100, 'param2': 0.003043003712422319}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.003043003712422319

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Optimization Iteration: 12

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Running with params: {'param1': 200, 'param2': 0.005579576636621942}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.005579576636621942

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Optimization Iteration: 13

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Running with params: {'param1': 2000, 'param2': 0.0002530913287292836}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0002530913287292836

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Optimization Iteration: 14

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Running with params: {'param1': 100, 'param2': 0.35161083616056865}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_100_0.35161083616056865

 26%|██▌       | 13/50 [13:49<4:15:53, 414.97s/trial, best loss: 33.95733333333333]
                                                                                   
Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 12...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 3...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 33.976000000000006, Max: 37.760000000000005, Min: 32.57

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.976000000000006, Max: 37.760000000000005, Min: 32.57

 26%|██▌       | 13/50 [21:09<4:15:53, 414.97s/trial, best loss: 33.95733333333333]
                                                                                   
Variance (1.925929944387236e-34) too small, using delta distribution

 26%|██▌       | 13/50 [21:09<4:15:53, 414.97s/trial, best loss: 33.95733333333333]
                                                                                   
Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.976000000000006

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Score: 33.976000000000006

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 15

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Running with params: {'param1': 8200, 'param2': 0.13787224704306683}

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Higher iteration... returning...

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Optimization Iteration: 16

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Running with params: {'param1': 1500, 'param2': 0.0039026408369362397}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0039026408369362397

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Optimization Iteration: 17

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Running with params: {'param1': 300, 'param2': 0.015025168918013846}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.015025168918013846

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Optimization Iteration: 18

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Running with params: {'param1': 2800, 'param2': 0.0007379013909382994}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0007379013909382994

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Optimization Iteration: 19

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Running with params: {'param1': 1600, 'param2': 0.1107021443253808}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1107021443253808

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Optimization Iteration: 20

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Running with params: {'param1': 700, 'param2': 0.00041310486511391336}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.00041310486511391336

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Optimization Iteration: 21

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Running with params: {'param1': 600, 'param2': 0.03460209220592034}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.03460209220592034

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Optimization Iteration: 22

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Running with params: {'param1': 5900, 'param2': 0.45694500654784953}

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Higher iteration... returning...

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Optimization Iteration: 23

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Running with params: {'param1': 700, 'param2': 0.032298781236933034}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.032298781236933034

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Optimization Iteration: 24

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Running with params: {'param1': 1000, 'param2': 0.061213012175314795}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.061213012175314795

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Optimization Iteration: 25

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Running with params: {'param1': 3000, 'param2': 0.012491894977889323}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.012491894977889323

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Optimization Iteration: 26

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Running with params: {'param1': 6000, 'param2': 0.28725502131025893}

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Higher iteration... returning...

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Optimization Iteration: 27

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Running with params: {'param1': 4300, 'param2': 0.1832484413897236}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_4300_0.1832484413897236

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 34.190333333333335, Max: 35.620000000000005, Min: 33.2

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.190333333333335, Max: 35.620000000000005, Min: 33.2

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.190333333333335

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Score: 34.190333333333335

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 28

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Running with params: {'param1': 1100, 'param2': 0.06409195221265061}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.06409195221265061

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Optimization Iteration: 29

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Running with params: {'param1': 400, 'param2': 0.3878238531011812}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_400_0.3878238531011812

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 34.495333333333335, Max: 36.72, Min: 33.47

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 30

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Running with params: {'param1': 100, 'param2': 0.0013962435778325027}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0013962435778325027

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Optimization Iteration: 31

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Running with params: {'param1': 9800, 'param2': 0.011489942330645772}

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Higher iteration... returning...

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Optimization Iteration: 32

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Running with params: {'param1': 500, 'param2': 0.4990898698016237}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_500_0.4990898698016237

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 35.16966666666667, Max: 37.97, Min: 33.34

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 33

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Running with params: {'param1': 2400, 'param2': 0.06271573224709133}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.06271573224709133

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Optimization Iteration: 34

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Running with params: {'param1': 1100, 'param2': 0.02101452704392218}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.02101452704392218

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Optimization Iteration: 35

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Running with params: {'param1': 100, 'param2': 0.27221372182718834}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_100_0.27221372182718834

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 8...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 2...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 24...

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Iter 23...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 35.62866666666667, Max: 39.76, Min: 33.34

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Evaluating 30 values out of 30

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Overall-timings: Avg: 35.62866666666667, Max: 39.76, Min: 33.34

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Variance (7.703719777548943e-34) too small, using delta distribution

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Variance (7.703719777548943e-34) too small, using delta distribution

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Probability of fail : 0.0

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
All-Passed: True

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Probabilty of failure: 0.0

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Runtime: 35.62866666666667

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Score: 35.62866666666667

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Best-score: 33.95733333333333

 68%|██████▊   | 34/50 [48:38<51:12, 192.04s/trial, best loss: 33.95733333333333]
                                                                                 
Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 36

 70%|███████   | 35/50 [48:38<44:31, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Running with params: {'param1': 300, 'param2': 0.08641598857848051}

 70%|███████   | 35/50 [48:38<44:31, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.08641598857848051

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Optimization Iteration: 37

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Running with params: {'param1': 200, 'param2': 0.20745869413182935}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_200_0.20745869413182935

 72%|███████▏  | 36/50 [48:38<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 18...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 4...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 35.205666666666666, Max: 36.790000000000006, Min: 33.49

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Passed tests : 30

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Failed tests : 0

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Converged: True

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.205666666666666, Max: 36.790000000000006, Min: 33.49

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Variance (1.925929944387236e-34) too small, using delta distribution

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Variance (1.925929944387236e-34) too small, using delta distribution

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Probability of fail : 0.0

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All-Passed: True

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Probabilty of failure: 0.0

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Runtime: 35.205666666666666

 72%|███████▏  | 36/50 [55:35<41:33, 178.11s/trial, best loss: 33.95733333333333]
                                                                                 
Score: 35.205666666666666

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 38

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Running with params: {'param1': 7000, 'param2': 0.00755254565338889}

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Higher iteration... returning...

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Optimization Iteration: 39

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Running with params: {'param1': 100, 'param2': 0.02169363929705405}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.02169363929705405

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Optimization Iteration: 40

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Running with params: {'param1': 3900, 'param2': 0.1462479617085413}

 78%|███████▊  | 39/50 [55:35<34:18, 187.18s/trial, best loss: 33.95733333333333]
                                                                                 
Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1462479617085413

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Optimization Iteration: 41

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Running with params: {'param1': 200, 'param2': 0.001611599548243425}

 80%|████████  | 40/50 [55:35<31:11, 187.18s/trial, best loss: 33.95733333333333]
                                                                                 
Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.001611599548243425

 80%|████████  | 40/50 [55:35<31:11, 187.18s/trial, best loss: 33.95733333333333]
                                                                                 
Optimization Iteration: 42

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Running with params: {'param1': 2100, 'param2': 0.04667647172286675}

 82%|████████▏ | 41/50 [55:35<28:04, 187.18s/trial, best loss: 33.95733333333333]
                                                                                 
Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.04667647172286675

 82%|████████▏ | 41/50 [55:35<28:04, 187.18s/trial, best loss: 33.95733333333333]
                                                                                 
Optimization Iteration: 43

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Running with params: {'param1': 900, 'param2': 0.00010091444751133985}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.00010091444751133985

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Optimization Iteration: 44

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Running with params: {'param1': 1400, 'param2': 0.007747832011928114}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.007747832011928114

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Optimization Iteration: 45

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Running with params: {'param1': 400, 'param2': 0.09686031771231045}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.09686031771231045

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Optimization Iteration: 46

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Running with params: {'param1': 3100, 'param2': 0.20981442403426825}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_3100_0.20981442403426825

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 9...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 2...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 21...

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Iter 20...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 26...

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Iter 27...

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Iter 25...

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Iter 28...

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Iter 29...

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Timings: Avg: 35.544333333333334, Max: 39.08, Min: 34.26

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.544333333333334, Max: 39.08, Min: 34.26

 90%|█████████ | 45/50 [1:03:06<15:35, 187.18s/trial, best loss: 33.95733333333333]
                                                                                   
Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.544333333333334

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Score: 35.544333333333334

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 47

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Running with params: {'param1': 9700, 'param2': 0.4651967504493984}

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Higher iteration... returning...

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Optimization Iteration: 48

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Running with params: {'param1': 5300, 'param2': 0.022529550515209686}

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Higher iteration... returning...

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Optimization Iteration: 49

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Running with params: {'param1': 7500, 'param2': 0.0007623364809448941}

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Higher iteration... returning...

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Optimization Iteration: 50

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Running with params: {'param1': 1300, 'param2': 0.31597389087693206}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_1300_0.31597389087693206

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 8...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 2...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 35.507, Max: 37.39, Min: 33.79

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Upto iteration 50: {'param1': 4400.0, 'param2': 0.18112879981818444}

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Optimization Iteration: 51

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Running with params: {'param1': 1900, 'param2': 0.08564992965941319}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.08564992965941319

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Optimization Iteration: 52

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Running with params: {'param1': 800, 'param2': 0.04440857518747159}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.04440857518747159

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Optimization Iteration: 53

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Running with params: {'param1': 100, 'param2': 0.14497692978366017}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.14497692978366017

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Optimization Iteration: 54

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Running with params: {'param1': 200, 'param2': 0.0021409987810515354}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0021409987810515354

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Optimization Iteration: 55

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Running with params: {'param1': 300, 'param2': 0.030319984873096457}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.030319984873096457

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Optimization Iteration: 56

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Running with params: {'param1': 4500, 'param2': 0.00034272160861110036}

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Higher iteration... returning...

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Optimization Iteration: 57

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Running with params: {'param1': 3300, 'param2': 0.005578840933402341}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.005578840933402341

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Optimization Iteration: 58

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Running with params: {'param1': 2300, 'param2': 0.23441594289856346}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_2300_0.23441594289856346

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 36.934333333333335, Max: 40.81, Min: 35.34

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 59

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Running with params: {'param1': 600, 'param2': 0.38156930749887397}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_600_0.38156930749887397

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 35.192, Max: 36.980000000000004, Min: 34.31

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.192, Max: 36.980000000000004, Min: 34.31

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.192

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Score: 35.192

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 60

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Running with params: {'param1': 400, 'param2': 0.16450415877154642}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_400_0.16450415877154642

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 4...

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Iter 27...

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Iter 28...

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Timings: Avg: 35.576, Max: 38.7, Min: 34.510000000000005

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 61

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Running with params: {'param1': 1600, 'param2': 0.1190191610985557}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1190191610985557

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Optimization Iteration: 62

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Running with params: {'param1': 100, 'param2': 0.004043479693041374}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.004043479693041374

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Optimization Iteration: 63

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Running with params: {'param1': 6200, 'param2': 0.010777634626608391}

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Higher iteration... returning...

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Optimization Iteration: 64

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Running with params: {'param1': 2600, 'param2': 0.00017710030435542543}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.00017710030435542543

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Optimization Iteration: 65

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Running with params: {'param1': 3700, 'param2': 0.01707411088724108}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.01707411088724108

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Optimization Iteration: 66

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Running with params: {'param1': 4400, 'param2': 0.17868797370273215}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_4400_0.17868797370273215

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 19...

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Iter 23...

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Iter 6...

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Iter 12...

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Iter 3...

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Iter 18...

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Iter 4...

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Iter 21...

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Iter 20...

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Iter 5...

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Iter 24...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 37.565000000000005, Max: 41.519999999999996, Min: 35.7

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 37.565000000000005, Max: 41.519999999999996, Min: 35.7

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.565000000000005

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Score: 37.565000000000005

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 67

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Running with params: {'param1': 5400, 'param2': 0.07162868240628616}

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Higher iteration... returning...

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Optimization Iteration: 68

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Running with params: {'param1': 9200, 'param2': 0.051966009953345896}

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Higher iteration... returning...

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Optimization Iteration: 69

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Running with params: {'param1': 8400, 'param2': 0.34290084564672807}

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Higher iteration... returning...

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Optimization Iteration: 70

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Running with params: {'param1': 1900, 'param2': 0.02749617711916822}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.02749617711916822

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Optimization Iteration: 71

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Running with params: {'param1': 6900, 'param2': 0.24813322057478518}

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Higher iteration... returning...

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Optimization Iteration: 72

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Running with params: {'param1': 1200, 'param2': 0.11119512672008704}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.11119512672008704

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Optimization Iteration: 73

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Running with params: {'param1': 4200, 'param2': 0.041057917759362746}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.041057917759362746

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Optimization Iteration: 74

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Running with params: {'param1': 2800, 'param2': 0.1884197255446126}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_2800_0.1884197255446126

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 10...

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Iter 3...

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Iter 4...

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Iter 27...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 2...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 20...

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Iter 19...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 28...

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Iter 1...

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Iter 29...

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Timings: Avg: 35.961000000000006, Max: 37.92, Min: 34.82

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 75

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Running with params: {'param1': 4800, 'param2': 0.39340331488229197}

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Higher iteration... returning...

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Optimization Iteration: 76

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Running with params: {'param1': 900, 'param2': 0.0774718666424659}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0774718666424659

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Optimization Iteration: 77

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Running with params: {'param1': 3500, 'param2': 0.4573110988186879}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_3500_0.4573110988186879

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 14...

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Iter 26...

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Iter 6...

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Iter 9...

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Iter 12...

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Iter 13...

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Iter 3...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 5...

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Iter 28...

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Iter 27...

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Iter 29...

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Timings: Avg: 36.160999999999994, Max: 37.86, Min: 35.18

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 36.160999999999994, Max: 37.86, Min: 35.18

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.160999999999994

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Score: 36.160999999999994

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 78

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Running with params: {'param1': 1700, 'param2': 0.1038819422480904}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1038819422480904

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Optimization Iteration: 79

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Running with params: {'param1': 2400, 'param2': 0.05977908676091503}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.05977908676091503

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Optimization Iteration: 80

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Running with params: {'param1': 500, 'param2': 0.1349694392257504}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1349694392257504

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Optimization Iteration: 81

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Running with params: {'param1': 7900, 'param2': 0.0006780167831184495}

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Higher iteration... returning...

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Optimization Iteration: 82

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Running with params: {'param1': 200, 'param2': 0.29882227349797047}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_200_0.29882227349797047

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 36.96166666666667, Max: 39.620000000000005, Min: 35.9

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 36.96166666666667, Max: 39.620000000000005, Min: 35.9

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (7.703719777548943e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.96166666666667

 81%|████████  | 81/100 [49:19<45:21, 143.24s/trial, best loss: 33.95733333333333]
                                                                                  
Score: 36.96166666666667

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 83

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Running with params: {'param1': 5500, 'param2': 0.017207409833379452}

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Higher iteration... returning...

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Optimization Iteration: 84

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Running with params: {'param1': 3900, 'param2': 0.04018124324106602}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.04018124324106602

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Optimization Iteration: 85

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Running with params: {'param1': 2900, 'param2': 0.0028691882322502966}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.0028691882322502966

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Optimization Iteration: 86

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Running with params: {'param1': 6300, 'param2': 0.05179920786748059}

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Higher iteration... returning...

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Optimization Iteration: 87

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Running with params: {'param1': 2200, 'param2': 0.009689367777697947}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.009689367777697947

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Optimization Iteration: 88

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Running with params: {'param1': 100, 'param2': 0.23396068140837178}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_100_0.23396068140837178

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Timings: Avg: 37.658666666666676, Max: 40.25, Min: 35.66

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 89

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Running with params: {'param1': 700, 'param2': 0.024539994541554196}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.024539994541554196

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Optimization Iteration: 90

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Running with params: {'param1': 9100, 'param2': 0.3943536212102786}

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Higher iteration... returning...

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Optimization Iteration: 91

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Running with params: {'param1': 300, 'param2': 0.03548863664271313}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.03548863664271313

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Optimization Iteration: 92

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Running with params: {'param1': 1800, 'param2': 0.09553595187542609}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.09553595187542609

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Optimization Iteration: 93

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Running with params: {'param1': 1500, 'param2': 0.4815381597536767}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_1500_0.4815381597536767

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 37.57366666666666, Max: 42.97, Min: 35.45

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 94

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Running with params: {'param1': 3200, 'param2': 0.15766573196054692}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.15766573196054692

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Optimization Iteration: 95

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Running with params: {'param1': 500, 'param2': 0.005788719826694033}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.005788719826694033

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Optimization Iteration: 96

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Running with params: {'param1': 7100, 'param2': 0.014257753698127132}

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Higher iteration... returning...

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Optimization Iteration: 97

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Running with params: {'param1': 2600, 'param2': 0.20010603233037616}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597984375/assert_37075660_2600_0.20010603233037616

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 37.986999999999995, Max: 41.730000000000004, Min: 36.02

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

 96%|█████████▌| 96/100 [1:10:16<06:50, 102.68s/trial, best loss: 33.95733333333333]
                                                                                    
Score: 3.4028234663852886e+38

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Best-score: 33.95733333333333

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Best-param: {'param1': 4400, 'param2': 0.18112879981818444}

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Optimization Iteration: 98

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Running with params: {'param1': 1300, 'param2': 0.1327241916502582}

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Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.1327241916502582

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Optimization Iteration: 99

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Running with params: {'param1': 4900, 'param2': 0.0011958804067120211}

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Higher iteration... returning...

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Optimization Iteration: 100

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Running with params: {'param1': 800, 'param2': 0.08044298801485544}

 99%|█████████▉| 99/100 [1:10:16<01:42, 102.87s/trial, best loss: 33.95733333333333]
                                                                                    
Lower learning rate.. returning... Best: 0.18112879981818444, Proposed: 0.08044298801485544

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100%|██████████| 100/100 [1:10:16<00:00, 42.16s/trial, best loss: 33.95733333333333]
Upto iteration 100: {'param1': 4400.0, 'param2': 0.18112879981818444}
Breaking...
{'param1': 4400.0, 'param2': 0.18112879981818444}
Best score: 33.95733333333333
Repeated params: 0
Trials: 101
Best param {'param1': 4400.0, 'param2': 0.18112879981818444}
Reduction: 1.5824558013718464%
Speedup: 1.016079001099419x
Optimizer time: 8858.550575733185
Spec: 11
test_fit_oo[ASVGD-full]
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_variational_inference.py
ClassName: none
Testname: test_fit_oo[ASVGD-full]
Params: samples,708,47,ParamType.ITER,10000
lr,687,58,ParamType.LR,0.07
Assertion: np.testing.assert_allclose(np.mean(trace['mu']), mu_post, rtol=0.05)
Original runtime: 32.278999999999996
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'samples': 10000, 'lr': 0.07}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_10000_0.07
Launching 30 jobs, 30 in parallel
Iter 11...
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Iter 16...
Timings: Avg: 33.374, Max: 36.269999999999996, Min: 32.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 33.374, Max: 36.269999999999996, Min: 32.54
Variance (7.703719777548943e-34) too small, using delta distribution
Variance (7.703719777548943e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.374
Score: 33.374
Best-score: 33.374
Best-param: {'samples': 10000, 'lr': 0.07}
>>Setting original runtime to 33.374

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Optimization Iteration: 1

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Running with params: {'lr': 0.004358124497711255, 'samples': 2200}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.004358124497711255

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Optimization Iteration: 2

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Running with params: {'lr': 0.0032403055232162483, 'samples': 4800}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0032403055232162483

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Optimization Iteration: 3

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Running with params: {'lr': 0.10391877273428082, 'samples': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.10391877273428082_100

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.656666666666666, Max: 33.11, Min: 31.35

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 4

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Running with params: {'lr': 0.11758885211216412, 'samples': 6100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.11758885211216412_6100

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.221333333333334, Max: 34.800000000000004, Min: 31.68

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 5

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Running with params: {'lr': 0.0009366549066072615, 'samples': 100}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0009366549066072615

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Optimization Iteration: 6

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Running with params: {'lr': 0.05435284958893562, 'samples': 4100}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.05435284958893562

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Optimization Iteration: 7

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Running with params: {'lr': 0.0001176904449828359, 'samples': 200}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0001176904449828359

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Optimization Iteration: 8

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Optimization Iteration: 9

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Running with params: {'lr': 0.0007482764786426212, 'samples': 100}

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Optimization Iteration: 15

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Running with params: {'lr': 0.00044005666857967104, 'samples': 4600}

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Optimization Iteration: 16

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Running with params: {'lr': 0.08830875955872032, 'samples': 1500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.08830875955872032_1500

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 33.60633333333333, Max: 35.28, Min: 32.82

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 17

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Running with params: {'lr': 0.002258008081805187, 'samples': 1900}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.002258008081805187

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Optimization Iteration: 18

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Running with params: {'lr': 0.012836967661965694, 'samples': 300}

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Optimization Iteration: 19

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Running with params: {'lr': 0.041870065719776965, 'samples': 8100}

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Optimization Iteration: 20

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Running with params: {'lr': 0.00016803170958520867, 'samples': 1000}

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Optimization Iteration: 21

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Running with params: {'lr': 0.012919521151458781, 'samples': 400}

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Optimization Iteration: 22

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Running with params: {'lr': 0.026773548361930938, 'samples': 9700}

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Optimization Iteration: 23

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Running with params: {'lr': 0.3394441960383787, 'samples': 1100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.3394441960383787_1100

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 33.82899999999999, Max: 37.379999999999995, Min: 32.18

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 24

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Running with params: {'lr': 0.018410743913583282, 'samples': 500}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.018410743913583282

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Optimization Iteration: 25

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Running with params: {'lr': 0.2772391718082646, 'samples': 9900}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.2772391718082646_9900

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.599666666666664, Max: 37.13, Min: 32.35

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 26

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Running with params: {'lr': 0.48253729484420416, 'samples': 2600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.48253729484420416_2600

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.946333333333335, Max: 35.59, Min: 32.97

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Passed tests : 0

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Half of samples failed, exiting...

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 27

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Running with params: {'lr': 0.0017832015298924096, 'samples': 700}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0017832015298924096

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Optimization Iteration: 28

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Running with params: {'lr': 0.006880707710518264, 'samples': 2700}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.006880707710518264

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Optimization Iteration: 29

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Running with params: {'lr': 0.0027930068868067034, 'samples': 2900}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0027930068868067034

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Optimization Iteration: 30

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Running with params: {'lr': 0.0013937930398975884, 'samples': 800}

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Optimization Iteration: 31

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Running with params: {'lr': 0.008649014892083638, 'samples': 2700}

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Optimization Iteration: 32

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Running with params: {'lr': 0.003323626501942466, 'samples': 6500}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.003323626501942466

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Optimization Iteration: 33

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Running with params: {'lr': 0.001747334577673921, 'samples': 200}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.001747334577673921

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Optimization Iteration: 34

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Running with params: {'lr': 0.005704213972904718, 'samples': 2100}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.005704213972904718

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Running with params: {'lr': 0.0038470135461897313, 'samples': 6400}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0038470135461897313

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Optimization Iteration: 36

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Running with params: {'lr': 0.00010767487106354307, 'samples': 1300}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.00010767487106354307

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Optimization Iteration: 37

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.01892220416867513

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Optimization Iteration: 38

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Running with params: {'lr': 0.10512415756220746, 'samples': 300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.10512415756220746_300

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.162666666666674, Max: 36.57, Min: 32.5

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 39

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Running with params: {'lr': 0.024199128305780686, 'samples': 9900}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.024199128305780686

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Optimization Iteration: 40

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Running with params: {'lr': 0.03208195804582338, 'samples': 5500}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.03208195804582338

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Optimization Iteration: 41

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Running with params: {'lr': 0.3007259757913733, 'samples': 1100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.3007259757913733_1100

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.802666666666674, Max: 37.230000000000004, Min: 33.57

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 42

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Running with params: {'lr': 0.0012025003699277167, 'samples': 3200}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0012025003699277167

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Optimization Iteration: 43

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Running with params: {'lr': 0.17310442979041302, 'samples': 500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.17310442979041302_500

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 34.23433333333333, Max: 35.33, Min: 32.81

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 44

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Running with params: {'lr': 0.015432756536558064, 'samples': 500}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.015432756536558064

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Optimization Iteration: 45

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Running with params: {'lr': 0.17337690220224822, 'samples': 7600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597993582/assert_1308529_0.17337690220224822_7600

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.24733333333334, Max: 37.62, Min: 33.82

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.374

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Best-param: {'samples': 10000, 'lr': 0.07}

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Optimization Iteration: 46

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Running with params: {'lr': 0.0005286028054422103, 'samples': 2100}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0005286028054422103

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Optimization Iteration: 47

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Running with params: {'lr': 0.00512980315390908, 'samples': 5200}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.00512980315390908

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Optimization Iteration: 48

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Running with params: {'lr': 0.000453441012017024, 'samples': 3500}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.000453441012017024

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Optimization Iteration: 49

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Running with params: {'lr': 0.00028273983246261176, 'samples': 700}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.00028273983246261176

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Optimization Iteration: 50

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Running with params: {'lr': 0.0009416939224695914, 'samples': 100}

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Lower learning rate.. returning... Best: 0.07, Proposed: 0.0009416939224695914

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100%|██████████| 50/50 [55:55<00:00, 67.11s/trial, best loss: 3.4028235e+38] 
Exception>>>
Traceback (most recent call last):
  File "optimizer.py", line 65, in run_optimizer
    result, trialsobj = bayesopt.sample()
  File "/mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/src/strategy/bayesopt.py", line 161, in sample
    verbose=True, timeout=6000)
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/fmin.py", line 482, in fmin
    show_progressbar=show_progressbar,
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 686, in fmin
    show_progressbar=show_progressbar,
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/fmin.py", line 516, in fmin
    return trials.argmin
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 622, in argmin
    best_trial = self.best_trial
  File "/usr/local/lib/python3.6/dist-packages/hyperopt/base.py", line 613, in best_trial
    raise AllTrialsFailed
hyperopt.exceptions.AllTrialsFailed

Optimizer time: 3707.2159094810486
Spec: 12
test_one_gaussian
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_smc.py
ClassName: TestSMCABC
Testname: test_one_gaussian
Params: draws,113,40,ParamType.ITER,2000
n_steps,113,81,ParamType.ITER,25
Assertion: np.testing.assert_almost_equal(self.data.mean(), trace[a].mean(), decimal=1)
Original runtime: 59.183
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'draws': 2000, 'n_steps': 25}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_2000_25
Launching 30 jobs, 30 in parallel
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Timings: Avg: 57.181, Max: 67.61999999999999, Min: 48.44
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 57.181, Max: 67.61999999999999, Min: 48.44
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 57.181
Score: 57.181
Best-score: 57.181
Best-param: {'draws': 2000, 'n_steps': 25}
>>Setting original runtime to 57.181

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Optimization Iteration: 1

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Running with params: {'draws': 1200, 'n_steps': 90}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1200_90

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Timings: Avg: 60.10933333333333, Max: 71.53, Min: 52.38

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 60.10933333333333, Max: 71.53, Min: 52.38

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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All-Passed: True

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Runtime: 60.10933333333333

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Score: 60.10933333333333

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Best-score: 57.181

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Best-param: {'draws': 2000, 'n_steps': 25}

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Optimization Iteration: 2

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Running with params: {'draws': 700, 'n_steps': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_700_110

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 47.08433333333333, Max: 56.5, Min: 42.739999999999995

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Variance (1.692711865184094e-36) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 47.08433333333333

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Score: 47.08433333333333

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Best-score: 47.08433333333333

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Best-param: {'draws': 700, 'n_steps': 110}

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Optimization Iteration: 3

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Running with params: {'draws': 200, 'n_steps': 570}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_570

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Launching 30 jobs, 30 in parallel

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Iter 6...

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Iter 27...

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Timings: Avg: 51.42799999999999, Max: 59.36000000000001, Min: 44.12

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 51.42799999999999, Max: 59.36000000000001, Min: 44.12

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 51.42799999999999

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Score: 51.42799999999999

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Best-score: 47.08433333333333

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Best-param: {'draws': 700, 'n_steps': 110}

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Optimization Iteration: 4

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Running with params: {'draws': 600, 'n_steps': 310}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_600_310

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 75.04033333333334, Max: 85.69, Min: 60.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 75.04033333333334, Max: 85.69, Min: 60.33

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 75.04033333333334

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Score: 75.04033333333334

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Best-score: 47.08433333333333

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Best-param: {'draws': 700, 'n_steps': 110}

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Optimization Iteration: 5

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Running with params: {'draws': 300, 'n_steps': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_110

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.25833333333333, Max: 37.43, Min: 31.150000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.25833333333333, Max: 37.43, Min: 31.150000000000002

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.25833333333333

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Score: 33.25833333333333

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 6

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Running with params: {'draws': 4600, 'n_steps': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_4600_100

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 210.79333333333335, Max: 226.53, Min: 177.69

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 210.79333333333335, Max: 226.53, Min: 177.69

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 210.79333333333335

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Score: 210.79333333333335

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 7

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Running with params: {'draws': 800, 'n_steps': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_800_100

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 46.861666666666665, Max: 54.629999999999995, Min: 41.91

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 46.861666666666665, Max: 54.629999999999995, Min: 41.91

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 46.861666666666665

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Score: 46.861666666666665

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 8

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Running with params: {'draws': 3300, 'n_steps': 400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_3300_400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 453.463, Max: 467.03, Min: 416.55

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 453.463, Max: 467.03, Min: 416.55

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Variance (4.333342374871281e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 453.463

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Score: 453.463

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 9

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Running with params: {'draws': 2200, 'n_steps': 70}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_2200_70

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 85.62733333333331, Max: 99.12, Min: 66.81

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 85.62733333333331, Max: 99.12, Min: 66.81

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 85.62733333333331

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Score: 85.62733333333331

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 10

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Running with params: {'draws': 200, 'n_steps': 1410}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_1410

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 90.74499999999998, Max: 109.21000000000001, Min: 71.88

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 90.74499999999998, Max: 109.21000000000001, Min: 71.88

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 90.74499999999998

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Score: 90.74499999999998

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 11

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Running with params: {'draws': 1100, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1100_20

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 16...

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Timings: Avg: 41.12566666666666, Max: 45.6, Min: 36.07

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 41.12566666666666, Max: 45.6, Min: 36.07

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.12566666666666

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Score: 41.12566666666666

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 12

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Running with params: {'draws': 3100, 'n_steps': 630}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_3100_630

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 639.9069999999999, Max: 650.21, Min: 620.31

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 639.9069999999999, Max: 650.21, Min: 620.31

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 639.9069999999999

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Score: 639.9069999999999

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 13

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Running with params: {'draws': 600, 'n_steps': 60}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_600_60

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.22366666666667, Max: 39.83, Min: 32.98

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.22366666666667, Max: 39.83, Min: 32.98

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.22366666666667

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Score: 35.22366666666667

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Best-score: 33.25833333333333

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Best-param: {'draws': 300, 'n_steps': 110}

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Optimization Iteration: 14

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Running with params: {'draws': 100, 'n_steps': 40}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_40

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.657666666666668, Max: 26.13, Min: 25.330000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.657666666666668, Max: 26.13, Min: 25.330000000000002

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.657666666666668

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Score: 25.657666666666668

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 15

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Running with params: {'draws': 300, 'n_steps': 590}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_590

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 70.62466666666666, Max: 80.67, Min: 56.309999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 70.62466666666666, Max: 80.67, Min: 56.309999999999995

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 70.62466666666666

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Score: 70.62466666666666

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 16

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Running with params: {'draws': 4500, 'n_steps': 1570}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_4500_1570

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 2168.3916666666673, Max: 2267.24, Min: 2057.31

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 2168.3916666666673, Max: 2267.24, Min: 2057.31

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 2168.3916666666673

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Score: 2168.3916666666673

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Upto iteration 50: {'draws': 100.0, 'n_steps': 40.0}

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Optimization Iteration: 17

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Running with params: {'draws': 300, 'n_steps': 40}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_40

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 29.15066666666667, Max: 30.64, Min: 28.32

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.15066666666667, Max: 30.64, Min: 28.32

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.15066666666667

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Score: 29.15066666666667

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 18

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Running with params: {'draws': 2000, 'n_steps': 1710}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_2000_1710

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 1054.896, Max: 1070.99, Min: 977.86

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 1054.896, Max: 1070.99, Min: 977.86

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 1054.896

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Score: 1054.896

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 19

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Running with params: {'draws': 3100, 'n_steps': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_3100_30

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Iter 29...

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Timings: Avg: 75.45133333333334, Max: 94.49, Min: 63.839999999999996

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 75.45133333333334, Max: 94.49, Min: 63.839999999999996

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 75.45133333333334

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Score: 75.45133333333334

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 20

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Running with params: {'draws': 1000, 'n_steps': 300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1000_300

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Iter 6...

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Iter 28...

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Iter 29...

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Timings: Avg: 105.32300000000001, Max: 124.54, Min: 81.78

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 105.32300000000001, Max: 124.54, Min: 81.78

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 105.32300000000001

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Score: 105.32300000000001

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Best-score: 25.657666666666668

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Best-param: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 21

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Running with params: {'draws': 100, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 27...

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Timings: Avg: 25.157333333333337, Max: 26.47, Min: 23.89

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.157333333333337, Max: 26.47, Min: 23.89

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.157333333333337

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Score: 25.157333333333337

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 22

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 23

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 24

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 25

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Running with params: {'draws': 200, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_20

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 26.167000000000005, Max: 27.0, Min: 24.51

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.167000000000005, Max: 27.0, Min: 24.51

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.167000000000005

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Score: 26.167000000000005

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 26

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 27

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Running with params: {'draws': 400, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_400_20

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Launching 30 jobs, 30 in parallel

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Iter 26...

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Timings: Avg: 29.36666666666667, Max: 30.97, Min: 28.57

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.36666666666667, Max: 30.97, Min: 28.57

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.36666666666667

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Score: 29.36666666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 28

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 29

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Running with params: {'draws': 200, 'n_steps': 210}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_210

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 27...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 2...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 5...

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Iter 28...

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Iter 29...

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Timings: Avg: 33.834666666666664, Max: 37.82, Min: 32.06

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.834666666666664, Max: 37.82, Min: 32.06

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.834666666666664

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Score: 33.834666666666664

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 30

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Running with params: {'draws': 100, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_20

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 25.446333333333335, Max: 25.65, Min: 25.15

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.446333333333335, Max: 25.65, Min: 25.15

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.446333333333335

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Score: 25.446333333333335

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 31

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Running with params: {'draws': 400, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_400_10

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 29.032999999999998, Max: 30.910000000000004, Min: 27.86

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.032999999999998, Max: 30.910000000000004, Min: 27.86

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.032999999999998

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Score: 29.032999999999998

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 32

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Running with params: {'draws': 200, 'n_steps': 160}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_160

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.60333333333333, Max: 36.73, Min: 30.97

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.60333333333333, Max: 36.73, Min: 30.97

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.60333333333333

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Score: 33.60333333333333

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 33

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Running with params: {'draws': 100, 'n_steps': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_30

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 11...

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Iter 9...

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Iter 10...

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Iter 2...

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Iter 12...

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Iter 13...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 25.17333333333334, Max: 26.15, Min: 24.01

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.17333333333334, Max: 26.15, Min: 24.01

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.17333333333334

 48%|████▊     | 32/66 [1:07:37<2:11:13, 231.56s/trial, best loss: 25.157333333333337]
                                                                                      
Score: 25.17333333333334

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 34

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 35

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Running with params: {'draws': 200, 'n_steps': 60}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_60

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 18...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 4...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 23...

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Iter 24...

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Iter 26...

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Iter 25...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 28.27266666666667, Max: 30.060000000000002, Min: 27.38

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.27266666666667, Max: 30.060000000000002, Min: 27.38

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.27266666666667

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Score: 28.27266666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 36

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Running with params: {'draws': 1400, 'n_steps': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1400_30

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 10...

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Iter 14...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 27...

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Timings: Avg: 49.905333333333346, Max: 56.58, Min: 43.209999999999994

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 49.905333333333346, Max: 56.58, Min: 43.209999999999994

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 49.905333333333346

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Score: 49.905333333333346

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 37

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Running with params: {'draws': 400, 'n_steps': 20}

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Optimization Iteration: 38

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Running with params: {'draws': 100, 'n_steps': 150}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_150

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 27.94266666666667, Max: 28.84, Min: 26.54

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.94266666666667, Max: 28.84, Min: 26.54

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.94266666666667

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Score: 27.94266666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 39

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Running with params: {'draws': 300, 'n_steps': 930}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_930

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 19...

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Iter 1...

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Iter 4...

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Iter 28...

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Timings: Avg: 98.24566666666666, Max: 111.38000000000001, Min: 72.89

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 98.24566666666666, Max: 111.38000000000001, Min: 72.89

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 98.24566666666666

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Score: 98.24566666666666

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 40

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Running with params: {'draws': 600, 'n_steps': 80}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_600_80

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 10...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 2...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 19...

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Iter 18...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 40.458, Max: 47.160000000000004, Min: 35.71

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 40.458, Max: 47.160000000000004, Min: 35.71

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.458

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Score: 40.458

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 41

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Running with params: {'draws': 200, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 10...

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Iter 3...

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Iter 21...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 2...

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Iter 11...

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Iter 12...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 18...

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Iter 17...

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Iter 19...

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Iter 20...

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Iter 4...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 26.483333333333334, Max: 27.69, Min: 25.130000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.483333333333334, Max: 27.69, Min: 25.130000000000003

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.483333333333334

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Score: 26.483333333333334

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 42

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Running with params: {'draws': 800, 'n_steps': 40}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_800_40

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 4...

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Iter 24...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 3...

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Iter 15...

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Iter 16...

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Timings: Avg: 38.833666666666666, Max: 46.03, Min: 35.480000000000004

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 38.833666666666666, Max: 46.03, Min: 35.480000000000004

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.833666666666666

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Score: 38.833666666666666

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 43

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Running with params: {'draws': 100, 'n_steps': 20}

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Optimization Iteration: 44

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Running with params: {'draws': 1600, 'n_steps': 50}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1600_50

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 20...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 61.962666666666664, Max: 69.67, Min: 50.98

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 61.962666666666664, Max: 69.67, Min: 50.98

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 61.962666666666664

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Score: 61.962666666666664

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Upto iteration 100: {'draws': 100.0, 'n_steps': 10.0}

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Optimization Iteration: 45

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Running with params: {'draws': 500, 'n_steps': 120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_500_120

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 3...

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Iter 27...

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Iter 29...

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Timings: Avg: 41.86300000000001, Max: 48.43, Min: 38.67

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 41.86300000000001, Max: 48.43, Min: 38.67

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.86300000000001

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Score: 41.86300000000001

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 46

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Running with params: {'draws': 300, 'n_steps': 1150}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_1150

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 112.63333333333331, Max: 129.66, Min: 90.21

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 112.63333333333331, Max: 129.66, Min: 90.21

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 112.63333333333331

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Score: 112.63333333333331

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 47

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Running with params: {'draws': 200, 'n_steps': 10}

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Optimization Iteration: 48

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Running with params: {'draws': 100, 'n_steps': 190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.655333333333328, Max: 30.7, Min: 27.75

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 49

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Running with params: {'draws': 100, 'n_steps': 390}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_390

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Launching 30 jobs, 30 in parallel

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Iter 5...

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Timings: Avg: 33.18933333333333, Max: 36.87, Min: 31.65

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.18933333333333, Max: 36.87, Min: 31.65

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.18933333333333

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Score: 33.18933333333333

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 50

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Running with params: {'draws': 200, 'n_steps': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_30

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 27.375666666666664, Max: 28.43, Min: 26.119999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.375666666666664, Max: 28.43, Min: 26.119999999999997

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.375666666666664

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Score: 27.375666666666664

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 51

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Running with params: {'draws': 500, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_500_10

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.40766666666667, Max: 31.880000000000003, Min: 29.03

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.40766666666667, Max: 31.880000000000003, Min: 29.03

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.40766666666667

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Score: 30.40766666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 52

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Running with params: {'draws': 900, 'n_steps': 820}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_900_820

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Timings: Avg: 234.87366666666665, Max: 253.91, Min: 201.58

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 234.87366666666665, Max: 253.91, Min: 201.58

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 234.87366666666665

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Score: 234.87366666666665

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 53

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Running with params: {'draws': 100, 'n_steps': 80}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_80

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 4...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 26.829000000000004, Max: 28.02, Min: 26.37

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.829000000000004, Max: 28.02, Min: 26.37

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.829000000000004

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Score: 26.829000000000004

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 54

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Running with params: {'draws': 2000, 'n_steps': 260}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_2000_260

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 7...

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Iter 8...

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Iter 25...

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Iter 29...

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Iter 28...

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Timings: Avg: 182.91400000000002, Max: 205.20000000000002, Min: 127.96000000000001

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 182.91400000000002, Max: 205.20000000000002, Min: 127.96000000000001

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 182.91400000000002

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Score: 182.91400000000002

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 55

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Running with params: {'draws': 2500, 'n_steps': 50}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_2500_50

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 7...

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Iter 9...

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Iter 12...

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Timings: Avg: 87.037, Max: 99.28, Min: 68.05999999999999

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 87.037, Max: 99.28, Min: 68.05999999999999

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 87.037

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Score: 87.037

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 56

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Running with params: {'draws': 200, 'n_steps': 10}

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Optimization Iteration: 57

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Running with params: {'draws': 300, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_20

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 28.259999999999998, Max: 29.349999999999998, Min: 27.68

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.259999999999998, Max: 29.349999999999998, Min: 27.68

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.259999999999998

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Score: 28.259999999999998

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 58

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Running with params: {'draws': 4800, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_4800_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 90.89833333333335, Max: 102.91, Min: 69.27

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 90.89833333333335, Max: 102.91, Min: 69.27

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 90.89833333333335

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Score: 90.89833333333335

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 59

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Running with params: {'draws': 3700, 'n_steps': 120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_3700_120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 196.78433333333334, Max: 207.60000000000002, Min: 164.16

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 196.78433333333334, Max: 207.60000000000002, Min: 164.16

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 196.78433333333334

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Score: 196.78433333333334

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 60

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Running with params: {'draws': 100, 'n_steps': 450}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_450

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 35.234, Max: 38.769999999999996, Min: 31.55

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.234, Max: 38.769999999999996, Min: 31.55

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Variance (7.703719777548943e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.234

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Score: 35.234

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 61

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Running with params: {'draws': 1200, 'n_steps': 20}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_1200_20

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 42.172333333333334, Max: 47.989999999999995, Min: 38.6

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 42.172333333333334, Max: 47.989999999999995, Min: 38.6

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 42.172333333333334

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Score: 42.172333333333334

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 62

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Running with params: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 63

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Running with params: {'draws': 300, 'n_steps': 30}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_30

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 23...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 24...

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Iter 5...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 28.587666666666667, Max: 30.47, Min: 27.450000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.587666666666667, Max: 30.47, Min: 27.450000000000003

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Variance (1.925929944387236e-34) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.587666666666667

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Score: 28.587666666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 64

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Running with params: {'draws': 500, 'n_steps': 10}

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Optimization Iteration: 65

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Running with params: {'draws': 100, 'n_steps': 60}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_100_60

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 29...

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Iter 28...

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Iter 27...

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Timings: Avg: 26.470333333333333, Max: 27.73, Min: 25.12

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 66

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 67

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 68

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Running with params: {'draws': 200, 'n_steps': 10}

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Optimization Iteration: 69

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Running with params: {'draws': 100, 'n_steps': 20}

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Optimization Iteration: 70

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 71

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Running with params: {'draws': 100, 'n_steps': 20}

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Optimization Iteration: 72

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Running with params: {'draws': 200, 'n_steps': 10}

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Optimization Iteration: 73

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Running with params: {'draws': 200, 'n_steps': 20}

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Optimization Iteration: 74

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Running with params: {'draws': 100, 'n_steps': 30}

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Optimization Iteration: 75

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 76

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Running with params: {'draws': 400, 'n_steps': 10}

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Optimization Iteration: 77

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Running with params: {'draws': 200, 'n_steps': 50}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_50

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Launching 30 jobs, 30 in parallel

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Iter 24...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 5...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 28.68666666666667, Max: 30.34, Min: 27.79

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.68666666666667, Max: 30.34, Min: 27.79

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.68666666666667

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Score: 28.68666666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 78

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Running with params: {'draws': 100, 'n_steps': 40}

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Optimization Iteration: 79

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Running with params: {'draws': 100, 'n_steps': 20}

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Optimization Iteration: 80

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Running with params: {'draws': 300, 'n_steps': 10}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_300_10

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 28...

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Iter 29...

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Iter 27...

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Timings: Avg: 27.83066666666667, Max: 28.78, Min: 27.29

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.83066666666667, Max: 28.78, Min: 27.29

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.83066666666667

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Score: 27.83066666666667

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 81

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Running with params: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 82

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Running with params: {'draws': 700, 'n_steps': 90}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_700_90

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 23...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 13...

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Iter 14...

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Timings: Avg: 46.981, Max: 53.95, Min: 40.989999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 46.981, Max: 53.95, Min: 40.989999999999995

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Variance (1.7333369499485123e-33) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 46.981

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Score: 46.981

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Optimization Iteration: 83

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Running with params: {'draws': 200, 'n_steps': 30}

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Optimization Iteration: 84

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Running with params: {'draws': 100, 'n_steps': 20}

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Optimization Iteration: 85

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Running with params: {'draws': 200, 'n_steps': 1990}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1597997501/assert_43903777_200_1990

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 123.80633333333336, Max: 143.92, Min: 91.52

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 123.80633333333336, Max: 143.92, Min: 91.52

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 123.80633333333336

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Score: 123.80633333333336

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Best-score: 25.157333333333337

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Best-param: {'draws': 100, 'n_steps': 10}

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Upto iteration 150: {'draws': 100.0, 'n_steps': 10.0}
Breaking...
{'draws': 100.0, 'n_steps': 10.0}
Best score: 25.157333333333337
Repeated params: 28
Trials: 86
Best param {'draws': 100.0, 'n_steps': 10.0}
Reduction: 56.00403397398902%
Speedup: 2.2729356582573663x
Optimizer time: 20097.09673190117
Spec: 13
test_mean
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestMetropolisUniform
Testname: test_mean
Params: n_samples,31,16,ParamType.ITER,50000
tune,32,11,ParamType.ITER,10000
burn,33,11,ParamType.ITER,0
chains,34,13,ParamType.CHAINS,4
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 113.271
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 50000, 'tune': 10000, 'burn': 0, 'chains': 4}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_50000_10000_0_4
Launching 30 jobs, 30 in parallel
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Timings: Avg: 116.24566666666666, Max: 127.67, Min: 86.49
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 116.24566666666666, Max: 127.67, Min: 86.49
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 116.24566666666666
Score: 116.24566666666666
Best-score: 116.24566666666666
Best-param: {'n_samples': 50000, 'tune': 10000, 'burn': 0, 'chains': 4}
>>Setting original runtime to 116.24566666666666

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_1_35100_300

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Timings: Avg: 29.148, Max: 30.29, Min: 28.330000000000002

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Passed tests : 30

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Converged: True

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.148, Max: 30.29, Min: 28.330000000000002

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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Runtime: 29.148

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Score: 29.148

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Best-score: 29.148

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Optimization Iteration: 2

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Running with params: {'burn': 90, 'chains': None, 'n_samples': 17400, 'tune': 900}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_90_None_17400_900

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 49.57066666666667, Max: 55.87, Min: 42.739999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 49.57066666666667, Max: 55.87, Min: 42.739999999999995

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 49.57066666666667

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Score: 49.57066666666667

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Best-score: 29.148

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 35100, 'tune': 300}

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Optimization Iteration: 3

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Running with params: {'burn': 690, 'chains': 4, 'n_samples': 6200, 'tune': 3100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_690_4_6200_3100

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.207, Max: 39.410000000000004, Min: 33.550000000000004

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 35.207, Max: 39.410000000000004, Min: 33.550000000000004

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.207

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Score: 35.207

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Best-score: 29.148

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 35100, 'tune': 300}

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Optimization Iteration: 4

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_1_400_3200

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 24.253666666666664, Max: 24.4, Min: 23.76

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.253666666666664, Max: 24.4, Min: 23.76

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.253666666666664

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Score: 24.253666666666664

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 5

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Running with params: {'burn': 510, 'chains': 4, 'n_samples': 15700, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_510_4_15700_200

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 45.84233333333332, Max: 50.97, Min: 41.17

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 45.84233333333332, Max: 50.97, Min: 41.17

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 45.84233333333332

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Score: 45.84233333333332

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 6

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Running with params: {'burn': 170, 'chains': 3, 'n_samples': 2000, 'tune': 9500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_170_3_2000_9500

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.618333333333325, Max: 37.29, Min: 31.93

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.618333333333325, Max: 37.29, Min: 31.93

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.618333333333325

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Score: 33.618333333333325

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 7

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Running with params: {'burn': 70, 'chains': None, 'n_samples': 2200, 'tune': 2400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_70_None_2200_2400

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.629, Max: 32.14, Min: 28.71

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.629, Max: 32.14, Min: 28.71

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.629

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Score: 29.629

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 8

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Running with params: {'burn': 110, 'chains': 6, 'n_samples': 500, 'tune': 800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_110_6_500_800

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 26.936666666666667, Max: 27.96, Min: 26.18

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.936666666666667, Max: 27.96, Min: 26.18

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.936666666666667

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Score: 26.936666666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 9

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Running with params: {'burn': 160, 'chains': 1, 'n_samples': 200, 'tune': 8400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_160_1_200_8400

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 25.02366666666667, Max: 25.630000000000003, Min: 24.76

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 10

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 300, 'tune': 500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_3_300_500

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 24.78366666666666, Max: 25.38, Min: 24.27

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.78366666666666, Max: 25.38, Min: 24.27

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.78366666666666

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Score: 24.78366666666666

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 11

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 20800, 'tune': 2500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_1_20800_2500

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Iter 27...

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Timings: Avg: 27.120000000000005, Max: 28.38, Min: 26.669999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.120000000000005, Max: 28.38, Min: 26.669999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.120000000000005

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Score: 27.120000000000005

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 12

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 7800, 'tune': 1600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_1_7800_1600

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 24.500333333333337, Max: 25.56, Min: 23.83

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.500333333333337, Max: 25.56, Min: 23.83

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.500333333333337

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Score: 24.500333333333337

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 13

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Running with params: {'burn': 90, 'chains': 3, 'n_samples': 2500, 'tune': 1100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_90_3_2500_1100

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Launching 30 jobs, 30 in parallel

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Iter 12...

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Timings: Avg: 27.08533333333333, Max: 29.09, Min: 26.28

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.08533333333333, Max: 29.09, Min: 26.28

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.08533333333333

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Score: 27.08533333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 14

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Running with params: {'burn': 960, 'chains': 3, 'n_samples': 700, 'tune': 1400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_960_3_700_1400

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.889, Max: 26.78, Min: 25.09

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 15

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Running with params: {'burn': 570, 'chains': None, 'n_samples': 17700, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_570_None_17700_100

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 47.858999999999995, Max: 54.75, Min: 43.18000000000001

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 47.858999999999995, Max: 54.75, Min: 43.18000000000001

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 47.858999999999995

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Score: 47.858999999999995

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 16

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Running with params: {'burn': 20, 'chains': None, 'n_samples': 21500, 'tune': 300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_None_21500_300

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 4...

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Iter 22...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 5...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 52.26, Max: 62.44, Min: 46.81

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 52.26, Max: 62.44, Min: 46.81

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 52.26

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Score: 52.26

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 17

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Running with params: {'burn': 710, 'chains': 5, 'n_samples': 100, 'tune': 400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_710_5_100_400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 5...

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Iter 7...

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Iter 11...

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Iter 12...

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Iter 20...

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Iter 29...

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Timings: Avg: 24.593333333333337, Max: 24.740000000000002, Min: 24.27

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 18

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 300, 'tune': 1800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_3_300_1800

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 28...

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Timings: Avg: 25.779333333333334, Max: 26.73, Min: 25.369999999999997

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 19

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Running with params: {'burn': 80, 'chains': 3, 'n_samples': 24600, 'tune': 2000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_80_3_24600_2000

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 27...

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Timings: Avg: 51.242000000000004, Max: 58.39, Min: 45.849999999999994

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 51.242000000000004, Max: 58.39, Min: 45.849999999999994

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 51.242000000000004

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Score: 51.242000000000004

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 20

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Running with params: {'burn': 0, 'chains': 5, 'n_samples': 300, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_5_300_100

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 25.03633333333333, Max: 25.759999999999998, Min: 24.54

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 21

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 6800, 'tune': 5300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_2_6800_5300

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 30.46766666666667, Max: 33.37, Min: 29.270000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.46766666666667, Max: 33.37, Min: 29.270000000000003

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.46766666666667

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Score: 30.46766666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 22

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 1200, 'tune': 5000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_1200_5000

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 27...

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Iter 7...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 6...

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Iter 29...

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Iter 28...

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Timings: Avg: 24.921666666666667, Max: 25.3, Min: 24.63

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.921666666666667, Max: 25.3, Min: 24.63

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.921666666666667

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Score: 24.921666666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 23

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 5900, 'tune': 4000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_5900_4000

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 2...

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Iter 12...

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Iter 17...

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Iter 21...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 11...

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Iter 3...

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Iter 13...

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Iter 28...

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Timings: Avg: 25.39566666666667, Max: 25.79, Min: 25.13

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.39566666666667, Max: 25.79, Min: 25.13

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.39566666666667

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Score: 25.39566666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 24

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Running with params: {'burn': 40, 'chains': 1, 'n_samples': 100, 'tune': 6100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_40_1_100_6100

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 19...

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Iter 5...

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Iter 6...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 4...

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Iter 20...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 24.776666666666667, Max: 25.21, Min: 23.830000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.776666666666667, Max: 25.21, Min: 23.830000000000002

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.776666666666667

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Score: 24.776666666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 25

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 3600, 'tune': 3400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_2_3600_3400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 2...

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Iter 13...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 21...

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Iter 20...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 28.122999999999994, Max: 29.31, Min: 27.369999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.122999999999994, Max: 29.31, Min: 27.369999999999997

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.122999999999994

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Score: 28.122999999999994

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Upto iteration 50: {'burn': 20.0, 'chains': 0, 'n_samples': 400.0, 'tune': 3200.0}

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Optimization Iteration: 26

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Running with params: {'burn': 10, 'chains': 6, 'n_samples': 1000, 'tune': 700}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_6_1000_700

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 27.852666666666668, Max: 29.189999999999998, Min: 27.080000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.852666666666668, Max: 29.189999999999998, Min: 27.080000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.852666666666668

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Score: 27.852666666666668

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 27

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Running with params: {'burn': 30, 'chains': 1, 'n_samples': 9800, 'tune': 1500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_30_1_9800_1500

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.340000000000007, Max: 25.990000000000002, Min: 23.76

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.340000000000007, Max: 25.990000000000002, Min: 23.76

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.340000000000007

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Score: 25.340000000000007

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 28

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 1300, 'tune': 6900}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_1300_6900

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.17333333333333, Max: 25.400000000000002, Min: 24.970000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.17333333333333, Max: 25.400000000000002, Min: 24.970000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.17333333333333

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Score: 25.17333333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 29

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 37500, 'tune': 1200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_1_37500_1200

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 27...

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Iter 4...

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Iter 26...

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Iter 6...

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Iter 29...

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Iter 28...

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Timings: Avg: 29.551666666666666, Max: 30.53, Min: 29.240000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.551666666666666, Max: 30.53, Min: 29.240000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.551666666666666

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Score: 29.551666666666666

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 30

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Running with params: {'burn': 10, 'chains': 5, 'n_samples': 4100, 'tune': 600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_5_4100_600

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 26...

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Iter 2...

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Iter 24...

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Iter 25...

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Iter 5...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 32.294999999999995, Max: 34.14, Min: 30.98

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.294999999999995, Max: 34.14, Min: 30.98

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.294999999999995

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Score: 32.294999999999995

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 31

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Running with params: {'burn': 0, 'chains': 4, 'n_samples': 600, 'tune': 4100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_4_600_4100

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Timings: Avg: 30.015, Max: 31.68, Min: 28.96

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.015, Max: 31.68, Min: 28.96

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.015

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Score: 30.015

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 32

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 9900, 'tune': 2800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_2_9900_2800

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 30.47766666666667, Max: 30.96, Min: 29.81

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.47766666666667, Max: 30.96, Min: 29.81

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.47766666666667

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Score: 30.47766666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 33

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Running with params: {'burn': 280, 'chains': 6, 'n_samples': 200, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_280_6_200_200

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.052, Max: 25.3, Min: 24.380000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 34

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 44600, 'tune': 1000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_44600_1000

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 31.11433333333333, Max: 37.27, Min: 29.87

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.11433333333333, Max: 37.27, Min: 29.87

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.11433333333333

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Score: 31.11433333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 35

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Running with params: {'burn': 40, 'chains': 4, 'n_samples': 10100, 'tune': 1800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_40_4_10100_1800

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Iter 29...

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Iter 28...

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Timings: Avg: 40.50300000000001, Max: 44.36, Min: 37.190000000000005

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 40.50300000000001, Max: 44.36, Min: 37.190000000000005

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.50300000000001

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Score: 40.50300000000001

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 36

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1900, 'tune': 3400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_1_1900_3400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 23...

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Timings: Avg: 24.839000000000002, Max: 25.310000000000002, Min: 24.59

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.839000000000002, Max: 25.310000000000002, Min: 24.59

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.839000000000002

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Score: 24.839000000000002

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 37

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 3500, 'tune': 7300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_3500_7300

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 29...

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Timings: Avg: 25.463, Max: 25.810000000000002, Min: 25.209999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.463, Max: 25.810000000000002, Min: 25.209999999999997

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.463

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Score: 25.463

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 38

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Running with params: {'burn': 60, 'chains': 4, 'n_samples': 200, 'tune': 2100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_60_4_200_2100

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Launching 30 jobs, 30 in parallel

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Iter 2...

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Iter 28...

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Iter 27...

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Iter 29...

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Timings: Avg: 27.29933333333333, Max: 28.23, Min: 26.64

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.29933333333333, Max: 28.23, Min: 26.64

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.29933333333333

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Score: 27.29933333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 39

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Running with params: {'burn': 310, 'chains': 6, 'n_samples': 400, 'tune': 900}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_310_6_400_900

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 26.950666666666667, Max: 28.18, Min: 26.259999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.950666666666667, Max: 28.18, Min: 26.259999999999998

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.950666666666667

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Score: 26.950666666666667

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 40

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Running with params: {'burn': 0, 'chains': None, 'n_samples': 800, 'tune': 9700}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_None_800_9700

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 38.29566666666666, Max: 42.68000000000001, Min: 34.35

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 38.29566666666666, Max: 42.68000000000001, Min: 34.35

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Variance (1.0833355937178202e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.29566666666666

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Score: 38.29566666666666

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 41

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Running with params: {'burn': 130, 'chains': 1, 'n_samples': 1800, 'tune': 1400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_130_1_1800_1400

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Iter 29...

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Timings: Avg: 24.614, Max: 25.5, Min: 24.18

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 24.614, Max: 25.5, Min: 24.18

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 24.614

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Score: 24.614

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 42

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Running with params: {'burn': 20, 'chains': 5, 'n_samples': 13500, 'tune': 400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_20_5_13500_400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 16...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 45.32866666666666, Max: 54.02, Min: 41.11

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 45.32866666666666, Max: 54.02, Min: 41.11

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 45.32866666666666

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Score: 45.32866666666666

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 43

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Running with params: {'burn': 10, 'chains': 2, 'n_samples': 5600, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_2_5600_200

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 0...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 27.014333333333337, Max: 28.330000000000002, Min: 25.759999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.014333333333337, Max: 28.330000000000002, Min: 25.759999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.014333333333337

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Score: 27.014333333333337

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 44

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Running with params: {'burn': 30, 'chains': 1, 'n_samples': 27800, 'tune': 2800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_30_1_27800_2800

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 29...

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Timings: Avg: 28.621333333333332, Max: 30.369999999999997, Min: 28.060000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.621333333333332, Max: 30.369999999999997, Min: 28.060000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.621333333333332

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Score: 28.621333333333332

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 45

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Running with params: {'burn': 50, 'chains': None, 'n_samples': 2800, 'tune': 700}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_50_None_2800_700

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 28.76933333333334, Max: 29.75, Min: 27.56

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.76933333333334, Max: 29.75, Min: 27.56

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.76933333333334

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Score: 28.76933333333334

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 46

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 1500, 'tune': 4300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_1_1500_4300

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Timings: Avg: 25.01033333333333, Max: 25.11, Min: 24.85

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 25.01033333333333, Max: 25.11, Min: 24.85

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 25.01033333333333

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Score: 25.01033333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 47

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 400, 'tune': 1700}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_4_400_1700

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 10...

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Iter 15...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 2...

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Iter 11...

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Iter 13...

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Iter 14...

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Iter 3...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 20...

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Iter 19...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 27.207333333333334, Max: 27.89, Min: 26.54

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.207333333333334, Max: 27.89, Min: 26.54

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.207333333333334

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Score: 27.207333333333334

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 48

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Running with params: {'burn': 0, 'chains': 6, 'n_samples': 100, 'tune': 2200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_6_100_2200

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 13...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 22...

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Iter 21...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 29...

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Iter 26...

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Iter 28...

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Timings: Avg: 29.08, Max: 30.23, Min: 28.12

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.08, Max: 30.23, Min: 28.12

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.08

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Score: 29.08

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 49

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 200, 'tune': 2500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_10_3_200_2500

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Timings: Avg: 26.811999999999998, Max: 27.950000000000003, Min: 26.229999999999997

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.811999999999998, Max: 27.950000000000003, Min: 26.229999999999997

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.811999999999998

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Score: 26.811999999999998

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Optimization Iteration: 50

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Running with params: {'burn': 0, 'chains': 5, 'n_samples': 4600, 'tune': 1200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598017869/assert_8261668_0_5_4600_1200

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 33.98233333333333, Max: 37.05, Min: 31.79

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.98233333333333, Max: 37.05, Min: 31.79

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.98233333333333

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Score: 33.98233333333333

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Best-score: 24.253666666666664

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 400, 'tune': 3200}

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Upto iteration 100: {'burn': 20.0, 'chains': 0, 'n_samples': 400.0, 'tune': 3200.0}
Breaking...
{'burn': 20.0, 'chains': 0, 'n_samples': 400.0, 'tune': 3200.0}
Best score: 24.253666666666664
Repeated params: 0
Trials: 51
Best param {'burn': 20.0, 'chains': 0, 'n_samples': 400.0, 'tune': 3200.0}
Reduction: 79.13585309273178%
Speedup: 4.792911037506357x
Optimizer time: 12350.100867509842
Spec: 14
test_mean
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestNUTSUniform2
Testname: test_mean
Params: n_samples,21,16,ParamType.ITER,10000
tune,22,11,ParamType.ITER,1000
burn,23,11,ParamType.ITER,1000
chains,24,13,ParamType.CHAINS,4
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 68.252
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10000_1000_1000_4
Launching 30 jobs, 30 in parallel
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Timings: Avg: 58.87266666666666, Max: 69.19, Min: 50.849999999999994
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 58.87266666666666, Max: 69.19, Min: 50.849999999999994
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 58.87266666666666
Score: 58.87266666666666
Best-score: 58.87266666666666
Best-param: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
>>Setting original runtime to 58.87266666666666

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_40_6_4700_1730

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Timings: Avg: 57.795999999999985, Max: 67.74, Min: 49.25

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Passed tests : 30

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 57.795999999999985, Max: 67.74, Min: 49.25

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 57.795999999999985

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Score: 57.795999999999985

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Best-score: 57.795999999999985

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Best-param: {'burn': 40, 'chains': 6, 'n_samples': 4700, 'tune': 1730}

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Optimization Iteration: 2

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Running with params: {'burn': 640, 'chains': 6, 'n_samples': 800, 'tune': 230}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_640_6_800_230

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.607666666666667, Max: 32.94, Min: 29.39

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.607666666666667, Max: 32.94, Min: 29.39

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.607666666666667

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Score: 30.607666666666667

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Best-score: 30.607666666666667

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Best-param: {'burn': 640, 'chains': 6, 'n_samples': 800, 'tune': 230}

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Optimization Iteration: 3

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Running with params: {'burn': 850, 'chains': 2, 'n_samples': 5400, 'tune': 3520}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_850_2_5400_3520

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 38.61600000000001, Max: 42.760000000000005, Min: 35.88

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 38.61600000000001, Max: 42.760000000000005, Min: 35.88

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.61600000000001

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Score: 38.61600000000001

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Best-score: 30.607666666666667

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Best-param: {'burn': 640, 'chains': 6, 'n_samples': 800, 'tune': 230}

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Optimization Iteration: 4

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Running with params: {'burn': 80, 'chains': 1, 'n_samples': 300, 'tune': 130}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_80_1_300_130

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.612333333333332, Max: 26.23, Min: 25.25

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 30.607666666666667

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Best-param: {'burn': 640, 'chains': 6, 'n_samples': 800, 'tune': 230}

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Optimization Iteration: 5

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Running with params: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_90_6_800_210

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.47733333333333, Max: 32.06, Min: 29.35

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.47733333333333, Max: 32.06, Min: 29.35

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.47733333333333

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Score: 30.47733333333333

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Best-score: 30.47733333333333

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Best-param: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Optimization Iteration: 6

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Running with params: {'burn': 60, 'chains': 5, 'n_samples': 500, 'tune': 3760}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_60_5_500_3760

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 44.66600000000001, Max: 50.809999999999995, Min: 39.54

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 44.66600000000001, Max: 50.809999999999995, Min: 39.54

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.66600000000001

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Score: 44.66600000000001

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Best-score: 30.47733333333333

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Best-param: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Optimization Iteration: 7

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Running with params: {'burn': 80, 'chains': 2, 'n_samples': 100, 'tune': 190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_80_2_100_190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 25.83566666666667, Max: 26.14, Min: 25.369999999999997

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 30.47733333333333

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Best-param: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Optimization Iteration: 8

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Running with params: {'burn': 630, 'chains': 6, 'n_samples': 300, 'tune': 530}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_630_6_300_530

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 29.771, Max: 31.169999999999998, Min: 28.900000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 30.47733333333333

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Best-param: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Optimization Iteration: 9

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Running with params: {'burn': 1320, 'chains': 1, 'n_samples': 600, 'tune': 640}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_1320_1_600_640

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 26.348000000000003, Max: 27.009999999999998, Min: 26.03

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 30.47733333333333

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Best-param: {'burn': 90, 'chains': 6, 'n_samples': 800, 'tune': 210}

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Optimization Iteration: 10

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Running with params: {'burn': 80, 'chains': 1, 'n_samples': 900, 'tune': 310}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_80_1_900_310

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 26.302666666666664, Max: 27.18, Min: 26.03

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.302666666666664, Max: 27.18, Min: 26.03

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.302666666666664

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Score: 26.302666666666664

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Best-score: 26.302666666666664

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Best-param: {'burn': 80, 'chains': 1, 'n_samples': 900, 'tune': 310}

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Optimization Iteration: 11

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Running with params: {'burn': 120, 'chains': 2, 'n_samples': 6700, 'tune': 4340}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_120_2_6700_4340

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 44.352, Max: 48.269999999999996, Min: 39.78

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 44.352, Max: 48.269999999999996, Min: 39.78

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.352

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Score: 44.352

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Best-score: 26.302666666666664

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Best-param: {'burn': 80, 'chains': 1, 'n_samples': 900, 'tune': 310}

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Optimization Iteration: 12

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Running with params: {'burn': 180, 'chains': 4, 'n_samples': 3300, 'tune': 660}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_180_4_3300_660

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.416999999999994, Max: 40.230000000000004, Min: 34.8

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 36.416999999999994, Max: 40.230000000000004, Min: 34.8

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.416999999999994

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Score: 36.416999999999994

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Best-score: 26.302666666666664

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Best-param: {'burn': 80, 'chains': 1, 'n_samples': 900, 'tune': 310}

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Optimization Iteration: 13

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_1_1200_290

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 26.251333333333328, Max: 26.55, Min: 24.73

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.251333333333328, Max: 26.55, Min: 24.73

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.251333333333328

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Score: 26.251333333333328

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 14

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 1110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_20_1_200_1110

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.41866666666667, Max: 26.83, Min: 26.16

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.41866666666667, Max: 26.83, Min: 26.16

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.41866666666667

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Score: 26.41866666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 15

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Running with params: {'burn': 20, 'chains': None, 'n_samples': 1300, 'tune': 1390}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_20_None_1300_1390

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 5...

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Iter 29...

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Timings: Avg: 34.11666666666667, Max: 37.019999999999996, Min: 32.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.11666666666667, Max: 37.019999999999996, Min: 32.33

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.11666666666667

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Score: 34.11666666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 16

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Running with params: {'burn': 20, 'chains': 4, 'n_samples': 4500, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_20_4_4500_100

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 39.33633333333333, Max: 45.629999999999995, Min: 37.24

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 39.33633333333333, Max: 45.629999999999995, Min: 37.24

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.33633333333333

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Score: 39.33633333333333

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 17

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 100, 'tune': 3900}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_1_100_3900

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Iter 29...

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Timings: Avg: 28.73066666666666, Max: 30.020000000000003, Min: 27.310000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.73066666666666, Max: 30.020000000000003, Min: 27.310000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.73066666666666

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Score: 28.73066666666666

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 18

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Running with params: {'burn': 830, 'chains': 5, 'n_samples': 4000, 'tune': 530}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_830_5_4000_530

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 26...

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Iter 28...

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Timings: Avg: 43.339999999999996, Max: 50.85, Min: 39.650000000000006

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 43.339999999999996, Max: 50.85, Min: 39.650000000000006

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 43.339999999999996

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Score: 43.339999999999996

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 19

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Running with params: {'burn': 1490, 'chains': 5, 'n_samples': 6700, 'tune': 620}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_1490_5_6700_620

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Launching 30 jobs, 30 in parallel

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Iter 26...

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Iter 29...

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Iter 27...

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Timings: Avg: 54.67, Max: 62.980000000000004, Min: 47.07

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 54.67, Max: 62.980000000000004, Min: 47.07

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 54.67

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Score: 54.67

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 20

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Running with params: {'burn': 50, 'chains': 6, 'n_samples': 900, 'tune': 660}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_50_6_900_660

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 23...

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Iter 28...

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Timings: Avg: 33.37866666666667, Max: 35.71, Min: 31.6

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.37866666666667, Max: 35.71, Min: 31.6

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.37866666666667

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Score: 33.37866666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 21

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Running with params: {'burn': 300, 'chains': 3, 'n_samples': 1900, 'tune': 340}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_300_3_1900_340

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 20...

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Iter 5...

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Iter 7...

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Iter 12...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 4...

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Iter 21...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 30.664333333333335, Max: 32.53, Min: 29.66

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.664333333333335, Max: 32.53, Min: 29.66

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.664333333333335

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Score: 30.664333333333335

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 22

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 2000, 'tune': 370}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_1_2000_370

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 10...

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Iter 20...

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Iter 21...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 27.31600000000001, Max: 28.54, Min: 26.810000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.31600000000001, Max: 28.54, Min: 26.810000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.31600000000001

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Score: 27.31600000000001

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 23

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Running with params: {'burn': 260, 'chains': 1, 'n_samples': 1700, 'tune': 330}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_260_1_1700_330

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 15...

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Iter 20...

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Iter 29...

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Timings: Avg: 26.89333333333333, Max: 27.73, Min: 26.490000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.89333333333333, Max: 27.73, Min: 26.490000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.89333333333333

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Score: 26.89333333333333

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 24

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Running with params: {'burn': 30, 'chains': 3, 'n_samples': 2600, 'tune': 140}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_30_3_2600_140

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Timings: Avg: 31.565333333333335, Max: 32.97, Min: 30.88

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.565333333333335, Max: 32.97, Min: 30.88

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.565333333333335

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Score: 31.565333333333335

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Upto iteration 50: {'burn': 10.0, 'chains': 0, 'n_samples': 1200.0, 'tune': 290.0}

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Optimization Iteration: 25

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Running with params: {'burn': 10, 'chains': None, 'n_samples': 1300, 'tune': 270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_None_1300_270

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 26...

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Iter 6...

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Timings: Avg: 30.450000000000003, Max: 31.28, Min: 28.78

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.450000000000003, Max: 31.28, Min: 28.78

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.450000000000003

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Score: 30.450000000000003

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 26

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Running with params: {'burn': 300, 'chains': 1, 'n_samples': 400, 'tune': 1020}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_300_1_400_1020

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.936999999999994, Max: 27.240000000000002, Min: 26.41

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 26.936999999999994, Max: 27.240000000000002, Min: 26.41

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Variance (1.692711865184094e-36) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 26.936999999999994

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Score: 26.936999999999994

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 27

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Running with params: {'burn': 30, 'chains': 1, 'n_samples': 200, 'tune': 150}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_30_1_200_150

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.219, Max: 26.65, Min: 25.07

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 28

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Running with params: {'burn': 160, 'chains': None, 'n_samples': 1300, 'tune': 430}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_160_None_1300_430

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.790999999999997, Max: 33.12, Min: 30.810000000000002

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 31.790999999999997, Max: 33.12, Min: 30.810000000000002

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.790999999999997

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Score: 31.790999999999997

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 29

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Running with params: {'burn': 40, 'chains': 1, 'n_samples': 600, 'tune': 2010}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_40_1_600_2010

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Launching 30 jobs, 30 in parallel

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Iter 1...

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Iter 18...

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Iter 25...

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Iter 26...

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Iter 28...

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Iter 29...

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Iter 27...

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Timings: Avg: 27.76366666666667, Max: 28.73, Min: 26.520000000000003

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.76366666666667, Max: 28.73, Min: 26.520000000000003

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.76366666666667

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Score: 27.76366666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 30

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Running with params: {'burn': 390, 'chains': 3, 'n_samples': 2600, 'tune': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_390_3_2600_110

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 2...

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Iter 26...

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Iter 28...

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Iter 27...

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Iter 29...

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Timings: Avg: 32.62866666666667, Max: 34.51, Min: 30.68

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.62866666666667, Max: 34.51, Min: 30.68

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.62866666666667

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Score: 32.62866666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 31

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 1000, 'tune': 260}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_4_1000_260

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 25...

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Iter 29...

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Timings: Avg: 30.06133333333333, Max: 31.419999999999998, Min: 28.09

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.06133333333333, Max: 31.419999999999998, Min: 28.09

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
Variance (4.81482486096809e-35) too small, using delta distribution

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
Probability of fail : 0.0

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
All-Passed: True

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
Probabilty of failure: 0.0

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Runtime: 30.06133333333333

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
Score: 30.06133333333333

 41%|████      | 30/74 [28:53<3:01:55, 248.08s/trial, best loss: 26.251333333333328]
                                                                                    
Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 32

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Running with params: {'burn': 1970, 'chains': 1, 'n_samples': 200, 'tune': 820}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_1970_1_200_820

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 26.658000000000005, Max: 27.66, Min: 25.650000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

 42%|████▏     | 31/74 [32:58<2:57:53, 248.22s/trial, best loss: 26.251333333333328]
                                                                                    
Probabilty of failure: 1.0

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Runtime: 10000.0

 42%|████▏     | 31/74 [32:58<2:57:53, 248.22s/trial, best loss: 26.251333333333328]
                                                                                    
Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

 42%|████▏     | 31/74 [32:58<2:57:53, 248.22s/trial, best loss: 26.251333333333328]
                                                                                    
Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 33

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 8700, 'tune': 180}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_20_2_8700_180

 43%|████▎     | 32/74 [32:58<2:53:05, 247.27s/trial, best loss: 26.251333333333328]
                                                                                    
Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 14...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 41.30499999999999, Max: 45.17, Min: 37.449999999999996

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 41.30499999999999, Max: 45.17, Min: 37.449999999999996

 43%|████▎     | 32/74 [37:06<2:53:05, 247.27s/trial, best loss: 26.251333333333328]
                                                                                    
Variance (4.333342374871281e-34) too small, using delta distribution

 43%|████▎     | 32/74 [37:06<2:53:05, 247.27s/trial, best loss: 26.251333333333328]
                                                                                    
Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.30499999999999

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Score: 41.30499999999999

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 34

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Running with params: {'burn': 480, 'chains': 1, 'n_samples': 400, 'tune': 280}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_480_1_400_280

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.444666666666667, Max: 26.759999999999998, Min: 26.16

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 35

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Running with params: {'burn': 120, 'chains': 5, 'n_samples': 700, 'tune': 2470}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_120_5_700_2470

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 37.704, Max: 43.17, Min: 36.42

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 37.704, Max: 43.17, Min: 36.42

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.704

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Score: 37.704

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 36

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Running with params: {'burn': 60, 'chains': 6, 'n_samples': 1200, 'tune': 410}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_60_6_1200_410

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 34.675, Max: 37.66, Min: 32.379999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.675, Max: 37.66, Min: 32.379999999999995

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.675

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Score: 34.675

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 37

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Running with params: {'burn': 200, 'chains': 1, 'n_samples': 300, 'tune': 170}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_200_1_300_170

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 26.471333333333334, Max: 26.8, Min: 26.22

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 38

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Running with params: {'burn': 30, 'chains': 2, 'n_samples': 1700, 'tune': 220}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_30_2_1700_220

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 29.056333333333335, Max: 30.07, Min: 28.38

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.056333333333335, Max: 30.07, Min: 28.38

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.056333333333335

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Score: 29.056333333333335

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 39

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Running with params: {'burn': 80, 'chains': 4, 'n_samples': 500, 'tune': 490}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_80_4_500_490

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 29.35633333333334, Max: 30.259999999999998, Min: 27.939999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 29.35633333333334, Max: 30.259999999999998, Min: 27.939999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 29.35633333333334

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Score: 29.35633333333334

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 40

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Running with params: {'burn': 110, 'chains': 3, 'n_samples': 2500, 'tune': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_110_3_2500_110

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 32.00366666666667, Max: 34.57, Min: 31.14

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.00366666666667, Max: 34.57, Min: 31.14

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.00366666666667

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Score: 32.00366666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 41

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 800, 'tune': 930}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_1_800_930

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 27.666999999999998, Max: 28.38, Min: 27.169999999999998

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.666999999999998, Max: 28.38, Min: 27.169999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.666999999999998

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Score: 27.666999999999998

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 42

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Running with params: {'burn': 40, 'chains': None, 'n_samples': 100, 'tune': 1380}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_40_None_100_1380

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 6...

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Iter 11...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 29...

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Timings: Avg: 30.98733333333333, Max: 33.42, Min: 30.189999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 43

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Running with params: {'burn': 1120, 'chains': 6, 'n_samples': 3200, 'tune': 240}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_1120_6_3200_240

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 20...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 44.25533333333335, Max: 49.6, Min: 40.059999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 44.25533333333335, Max: 49.6, Min: 40.059999999999995

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.25533333333335

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Score: 44.25533333333335

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 44

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Running with params: {'burn': 70, 'chains': 1, 'n_samples': 300, 'tune': 310}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_70_1_300_310

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 26...

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Iter 6...

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Timings: Avg: 26.688333333333333, Max: 26.93, Min: 25.400000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 45

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 5700, 'tune': 830}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_20_2_5700_830

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 36.35799999999999, Max: 39.0, Min: 34.08

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 36.35799999999999, Max: 39.0, Min: 34.08

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.35799999999999

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Score: 36.35799999999999

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 46

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Running with params: {'burn': 610, 'chains': 5, 'n_samples': 1100, 'tune': 470}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_610_5_1100_470

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 19...

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Iter 1...

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Iter 4...

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Iter 27...

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Iter 28...

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Iter 29...

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Timings: Avg: 32.29566666666667, Max: 35.37, Min: 31.02

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.29566666666667, Max: 35.37, Min: 31.02

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.29566666666667

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Score: 32.29566666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 47

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Running with params: {'burn': 220, 'chains': 4, 'n_samples': 600, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_220_4_600_200

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 28.99166666666667, Max: 30.53, Min: 28.45

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.99166666666667, Max: 30.53, Min: 28.45

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.99166666666667

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Score: 28.99166666666667

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 48

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1500, 'tune': 130}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_10_1_1500_130

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 27.528000000000006, Max: 28.580000000000002, Min: 27.14

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.528000000000006, Max: 28.580000000000002, Min: 27.14

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 27.528000000000006

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Score: 27.528000000000006

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Optimization Iteration: 49

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Running with params: {'burn': 100, 'chains': 6, 'n_samples': 3400, 'tune': 160}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598030497/assert_60523825_100_6_3400_160

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 45.19533333333333, Max: 50.769999999999996, Min: 40.34

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 45.19533333333333, Max: 50.769999999999996, Min: 40.34

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 45.19533333333333

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Score: 45.19533333333333

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Best-score: 26.251333333333328

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 1200, 'tune': 290}

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Upto iteration 100: {'burn': 10.0, 'chains': 0, 'n_samples': 1200.0, 'tune': 290.0}
Breaking...
{'burn': 10.0, 'chains': 0, 'n_samples': 1200.0, 'tune': 290.0}
Best score: 26.251333333333328
Repeated params: 0
Trials: 50
Best param {'burn': 10.0, 'chains': 0, 'n_samples': 1200.0, 'tune': 290.0}
Reduction: 55.40998086265274%
Speedup: 2.242654341366788x
Optimizer time: 12479.943838834763
Spec: 15
test_mean
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestNUTSUniform
Testname: test_mean
Params: n_samples,21,16,ParamType.ITER,10000
tune,22,11,ParamType.ITER,1000
burn,23,11,ParamType.ITER,1000
chains,24,13,ParamType.CHAINS,4
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 55.205000000000005
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10000_1000_1000_4
Launching 30 jobs, 30 in parallel
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Timings: Avg: 57.18900000000001, Max: 66.25, Min: 49.900000000000006
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 30 values out of 30
Overall-timings: Avg: 57.18900000000001, Max: 66.25, Min: 49.900000000000006
Variance (4.333342374871281e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 57.18900000000001
Score: 57.18900000000001
Best-score: 57.18900000000001
Best-param: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
>>Setting original runtime to 57.18900000000001

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Optimization Iteration: 1

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Running with params: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_40_3_100_240

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Timings: Avg: 27.967333333333332, Max: 29.72, Min: 26.68

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Passed tests : 30

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Failed tests : 0

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Converged: True

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 27.967333333333332, Max: 29.72, Min: 26.68

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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Runtime: 27.967333333333332

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Score: 27.967333333333332

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 2

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Running with params: {'burn': 30, 'chains': 1, 'n_samples': 1500, 'tune': 1890}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_30_1_1500_1890

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 28.798, Max: 30.619999999999997, Min: 27.9

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 28.798, Max: 30.619999999999997, Min: 27.9

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 28.798

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Score: 28.798

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 3

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Running with params: {'burn': 1180, 'chains': 4, 'n_samples': 200, 'tune': 460}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_1180_4_200_460

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Timings: Avg: 28.528, Max: 29.46, Min: 28.130000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 4

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Running with params: {'burn': 200, 'chains': None, 'n_samples': 300, 'tune': 620}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_200_None_300_620

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.72466666666667, Max: 31.810000000000002, Min: 29.66

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 30.72466666666667, Max: 31.810000000000002, Min: 29.66

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 30.72466666666667

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Score: 30.72466666666667

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 5

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Running with params: {'burn': 570, 'chains': 2, 'n_samples': 4200, 'tune': 770}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_570_2_4200_770

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 34.23799999999999, Max: 37.489999999999995, Min: 32.99

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.23799999999999, Max: 37.489999999999995, Min: 32.99

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.23799999999999

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Score: 34.23799999999999

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 6

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Running with params: {'burn': 230, 'chains': 6, 'n_samples': 8400, 'tune': 210}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_230_6_8400_210

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Timings: Avg: 66.89933333333333, Max: 75.78999999999999, Min: 56.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 66.89933333333333, Max: 75.78999999999999, Min: 56.33

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 66.89933333333333

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Score: 66.89933333333333

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 7

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Running with params: {'burn': 30, 'chains': 4, 'n_samples': 6200, 'tune': 290}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_30_4_6200_290

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 46.68866666666667, Max: 52.699999999999996, Min: 41.68

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 46.68866666666667, Max: 52.699999999999996, Min: 41.68

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 46.68866666666667

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Score: 46.68866666666667

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 8

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Running with params: {'burn': 1460, 'chains': 6, 'n_samples': 9600, 'tune': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_1460_6_9600_110

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 71.62166666666666, Max: 83.49, Min: 61.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 71.62166666666666, Max: 83.49, Min: 61.33

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 71.62166666666666

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Score: 71.62166666666666

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 9

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Running with params: {'burn': 60, 'chains': 3, 'n_samples': 4100, 'tune': 590}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_60_3_4100_590

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Timings: Avg: 38.900333333333336, Max: 42.31, Min: 36.05

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 38.900333333333336, Max: 42.31, Min: 36.05

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.900333333333336

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Score: 38.900333333333336

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 10

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Running with params: {'burn': 890, 'chains': 5, 'n_samples': 1000, 'tune': 1690}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_890_5_1000_1690

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 38.36299999999999, Max: 42.31, Min: 27.75

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 38.36299999999999, Max: 42.31, Min: 27.75

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.36299999999999

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Score: 38.36299999999999

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 11

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Running with params: {'burn': 1610, 'chains': 3, 'n_samples': 200, 'tune': 910}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_1610_3_200_910

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.483333333333338, Max: 32.18, Min: 30.05

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 12

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Running with params: {'burn': 690, 'chains': 4, 'n_samples': 4200, 'tune': 2050}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_690_4_4200_2050

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 49.79233333333334, Max: 53.230000000000004, Min: 43.29

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 49.79233333333334, Max: 53.230000000000004, Min: 43.29

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 49.79233333333334

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Score: 49.79233333333334

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 13

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Running with params: {'burn': 1340, 'chains': 4, 'n_samples': 300, 'tune': 120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_1340_4_300_120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 30.146333333333335, Max: 31.26, Min: 29.64

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 14

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Running with params: {'burn': 20, 'chains': 4, 'n_samples': 600, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_20_4_600_200

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Timings: Avg: 32.133, Max: 33.56, Min: 29.16

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 32.133, Max: 33.56, Min: 29.16

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Variance (1.0833355937178202e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.133

 26%|██▌       | 13/50 [1:00:30<2:43:27, 265.07s/trial, best loss: 27.967333333333332]
                                                                                      
Score: 32.133

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 15

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Running with params: {'burn': 780, 'chains': None, 'n_samples': 2100, 'tune': 1070}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_780_None_2100_1070

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Launching 30 jobs, 30 in parallel

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Iter 26...

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Iter 28...

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Iter 29...

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Timings: Avg: 37.32133333333333, Max: 41.269999999999996, Min: 35.7

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 37.32133333333333, Max: 41.269999999999996, Min: 35.7

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.32133333333333

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Score: 37.32133333333333

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 16

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Running with params: {'burn': 600, 'chains': 2, 'n_samples': 2300, 'tune': 400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_600_2_2300_400

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 21...

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Timings: Avg: 33.29900000000001, Max: 35.34, Min: 32.73

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.29900000000001, Max: 35.34, Min: 32.73

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.29900000000001

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Score: 33.29900000000001

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 17

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Running with params: {'burn': 1750, 'chains': 5, 'n_samples': 1300, 'tune': 1680}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_1750_5_1300_1680

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 40.62166666666668, Max: 44.72, Min: 38.99

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 18

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Running with params: {'burn': 190, 'chains': 4, 'n_samples': 700, 'tune': 570}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_190_4_700_570

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 27...

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Timings: Avg: 34.532, Max: 36.19, Min: 33.64

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.532, Max: 36.19, Min: 33.64

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.532

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Score: 34.532

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 19

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Running with params: {'burn': 870, 'chains': 1, 'n_samples': 200, 'tune': 150}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_870_1_200_150

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 30.32, Max: 31.91, Min: 29.869999999999997

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 20

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Running with params: {'burn': 20, 'chains': 5, 'n_samples': 800, 'tune': 2780}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_20_5_800_2780

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 19...

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Iter 20...

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Iter 28...

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Timings: Avg: 44.80233333333333, Max: 48.790000000000006, Min: 41.33

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 44.80233333333333, Max: 48.790000000000006, Min: 41.33

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.80233333333333

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Score: 44.80233333333333

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 21

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Running with params: {'burn': 70, 'chains': 1, 'n_samples': 100, 'tune': 3510}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_70_1_100_3510

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Timings: Avg: 32.98633333333333, Max: 35.32, Min: 32.339999999999996

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 32.98633333333333, Max: 35.32, Min: 32.339999999999996

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.98633333333333

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Score: 32.98633333333333

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 22

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 1700, 'tune': 4920}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10_3_1700_4920

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 3...

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Iter 29...

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Timings: Avg: 45.10999999999999, Max: 50.629999999999995, Min: 42.39

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 45.10999999999999, Max: 50.629999999999995, Min: 42.39

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 45.10999999999999

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Score: 45.10999999999999

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 23

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Running with params: {'burn': 70, 'chains': 1, 'n_samples': 500, 'tune': 1340}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_70_1_500_1340

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.415333333333336, Max: 35.56, Min: 29.229999999999997

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 32.415333333333336, Max: 35.56, Min: 29.229999999999997

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.415333333333336

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Score: 32.415333333333336

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Upto iteration 50: {'burn': 40.0, 'chains': 2, 'n_samples': 100.0, 'tune': 240.0}

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Optimization Iteration: 24

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Running with params: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_40_3_100_300

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 31.716, Max: 33.3, Min: 30.39

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 31.716, Max: 33.3, Min: 30.39

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.716

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Score: 31.716

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 25

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 2900, 'tune': 1120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10_1_2900_1120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.60866666666667, Max: 35.26, Min: 32.85

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 33.60866666666667, Max: 35.26, Min: 32.85

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.60866666666667

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Score: 33.60866666666667

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 26

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Running with params: {'burn': 110, 'chains': 1, 'n_samples': 1300, 'tune': 3170}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_110_1_1300_3170

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.95166666666667, Max: 36.61, Min: 29.41

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 33.95166666666667, Max: 36.61, Min: 29.41

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.95166666666667

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Score: 33.95166666666667

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 27

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Running with params: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 4840}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_20_3_400_4840

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 43.043000000000006, Max: 48.11, Min: 41.129999999999995

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 43.043000000000006, Max: 48.11, Min: 41.129999999999995

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 43.043000000000006

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Score: 43.043000000000006

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 28

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Running with params: {'burn': 40, 'chains': 2, 'n_samples': 1100, 'tune': 2470}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_40_2_1100_2470

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.91733333333333, Max: 39.36, Min: 35.79

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 36.91733333333333, Max: 39.36, Min: 35.79

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.91733333333333

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Score: 36.91733333333333

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 29

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Running with params: {'burn': 110, 'chains': 1, 'n_samples': 2900, 'tune': 370}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_110_1_2900_370

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Iter 28...

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Iter 26...

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Timings: Avg: 34.108, Max: 36.39, Min: 33.27

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Passed tests : 30

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Failed tests : 0

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 30 values out of 30

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Overall-timings: Avg: 34.108, Max: 36.39, Min: 33.27

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.108

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Score: 34.108

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 30

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 180}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10_3_100_180

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.51266666666667, Max: 42.05, Min: 31.830000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 31

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Running with params: {'burn': 360, 'chains': None, 'n_samples': 300, 'tune': 270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_360_None_300_270

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.99699999999999, Max: 38.510000000000005, Min: 26.279999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 32

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Running with params: {'burn': 30, 'chains': 6, 'n_samples': 1700, 'tune': 480}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_30_6_1700_480

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 41.447, Max: 45.39, Min: 24.009999999999998

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 41.447, Max: 45.39, Min: 24.009999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.447

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Score: 41.447

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 33

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Running with params: {'burn': 50, 'chains': None, 'n_samples': 400, 'tune': 770}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_50_None_400_770

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 35.244666666666674, Max: 39.47, Min: 23.240000000000002

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 35.244666666666674, Max: 39.47, Min: 23.240000000000002

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Variance (1.0833355937178202e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.244666666666674

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Score: 35.244666666666674

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 34

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Running with params: {'burn': 100, 'chains': 2, 'n_samples': 6300, 'tune': 3820}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_100_2_6300_3820

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 46.167, Max: 50.95, Min: 23.29

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 46.167, Max: 50.95, Min: 23.29

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Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 46.167

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Score: 46.167

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 35

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Running with params: {'burn': 20, 'chains': 6, 'n_samples': 100, 'tune': 1520}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_20_6_100_1520

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Launching 30 jobs, 30 in parallel

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Iter 27...

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Not found ::: 

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Timings: Avg: 39.24699999999999, Max: 42.03, Min: 23.26

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 39.24699999999999, Max: 42.03, Min: 23.26

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.24699999999999

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Score: 39.24699999999999

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 36

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Running with params: {'burn': 260, 'chains': 3, 'n_samples': 200, 'tune': 2200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_260_3_200_2200

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 37.19566666666666, Max: 40.07, Min: 22.880000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 37

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 250}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10_1_900_250

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.61933333333334, Max: 36.4, Min: 23.55

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 32.61933333333334, Max: 36.4, Min: 23.55

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.61933333333334

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Score: 32.61933333333334

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 38

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Running with params: {'burn': 30, 'chains': 3, 'n_samples': 3100, 'tune': 140}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_30_3_3100_140

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Not found ::: 

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Timings: Avg: 38.72266666666666, Max: 41.92, Min: 23.48

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 38.72266666666666, Max: 41.92, Min: 23.48

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.72266666666666

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Score: 38.72266666666666

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 39

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Running with params: {'burn': 160, 'chains': 5, 'n_samples': 6400, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_160_5_6400_100

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 4...

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Iter 20...

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Not found ::: 

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Timings: Avg: 54.37633333333334, Max: 63.760000000000005, Min: 23.009999999999998

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 54.37633333333334, Max: 63.760000000000005, Min: 23.009999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 54.37633333333334

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Score: 54.37633333333334

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 40

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Running with params: {'burn': 300, 'chains': 1, 'n_samples': 4600, 'tune': 690}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_300_1_4600_690

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Timings: Avg: 35.01500000000001, Max: 36.46, Min: 26.83

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 35.01500000000001, Max: 36.46, Min: 26.83

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.01500000000001

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Score: 35.01500000000001

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 41

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Running with params: {'burn': 430, 'chains': 6, 'n_samples': 8200, 'tune': 950}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_430_6_8200_950

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Not found ::: 

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Timings: Avg: 70.656, Max: 83.96, Min: 23.299999999999997

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 70.656, Max: 83.96, Min: 23.299999999999997

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 70.656

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Score: 70.656

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 42

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Running with params: {'burn': 90, 'chains': None, 'n_samples': 600, 'tune': 490}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_90_None_600_490

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.349333333333334, Max: 40.11, Min: 23.1

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 35.349333333333334, Max: 40.11, Min: 23.1

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.349333333333334

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Score: 35.349333333333334

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 43

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Running with params: {'burn': 50, 'chains': 3, 'n_samples': 1700, 'tune': 320}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_50_3_1700_320

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 27...

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Not found ::: 

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Timings: Avg: 36.53800000000001, Max: 39.09, Min: 23.32

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 36.53800000000001, Max: 39.09, Min: 23.32

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.53800000000001

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Score: 36.53800000000001

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 44

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Running with params: {'burn': 30, 'chains': 2, 'n_samples': 400, 'tune': 1960}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_30_2_400_1960

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 35.467333333333336, Max: 39.019999999999996, Min: 23.28

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Optimization Iteration: 45

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 1200, 'tune': 1290}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598043235/assert_6360970_10_4_1200_1290

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Not found ::: 

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Timings: Avg: 38.764, Max: 41.72, Min: 23.39

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 38.764, Max: 41.72, Min: 23.39

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.764

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Score: 38.764

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Best-score: 27.967333333333332

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Best-param: {'burn': 40, 'chains': 3, 'n_samples': 100, 'tune': 240}

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Upto iteration 100: {'burn': 40.0, 'chains': 2, 'n_samples': 100.0, 'tune': 240.0}
Breaking...
{'burn': 40.0, 'chains': 2, 'n_samples': 100.0, 'tune': 240.0}
Best score: 27.967333333333332
Repeated params: 0
Trials: 46
Best param {'burn': 40.0, 'chains': 2, 'n_samples': 100.0, 'tune': 240.0}
Reduction: 51.096656116852316%
Speedup: 2.0448499439822654x
Optimizer time: 12322.862518787384
Spec: 16
test_mean
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestNUTSUniform3
Testname: test_mean
Params: n_samples,21,16,ParamType.ITER,10000
tune,22,11,ParamType.ITER,1000
burn,23,11,ParamType.ITER,1000
chains,24,13,ParamType.CHAINS,4
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 70.47099999999999
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10000_1000_1000_4
Launching 30 jobs, 30 in parallel
Iter 24...
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Iter 2...
Iter 0...
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Iter 1...
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Iter 6...
Iter 18...
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Iter 17...
Iter 14...
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Iter 29...
Iter 28...
Iter 21...
Iter 20...
Not found ::: 
Timings: Avg: 64.002, Max: 73.10000000000001, Min: 23.37
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 29 values out of 30
Overall-timings: Avg: 64.002, Max: 73.10000000000001, Min: 23.37
Variance (4.333342374871281e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 64.002
Score: 64.002
Best-score: 64.002
Best-param: {'n_samples': 10000, 'tune': 1000, 'burn': 1000, 'chains': 4}
>>Setting original runtime to 64.002

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Optimization Iteration: 1

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 3000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_3_100_3000

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 39.55733333333333, Max: 44.67, Min: 23.33

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 39.55733333333333, Max: 44.67, Min: 23.33

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Variance (1.0833355937178202e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.55733333333333

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Score: 39.55733333333333

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Best-score: 39.55733333333333

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 3000}

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Optimization Iteration: 2

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Running with params: {'burn': 10, 'chains': 2, 'n_samples': 3500, 'tune': 2400}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_2_3500_2400

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 40.591666666666676, Max: 44.8, Min: 23.61

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 40.591666666666676, Max: 44.8, Min: 23.61

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.591666666666676

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Score: 40.591666666666676

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Best-score: 39.55733333333333

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 3000}

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Optimization Iteration: 3

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Running with params: {'burn': 490, 'chains': 3, 'n_samples': 200, 'tune': 380}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_490_3_200_380

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.752, Max: 37.15, Min: 23.4

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 39.55733333333333

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 3000}

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Optimization Iteration: 4

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Running with params: {'burn': 40, 'chains': 6, 'n_samples': 6800, 'tune': 330}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_40_6_6800_330

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 65.994, Max: 76.1, Min: 23.509999999999998

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 65.994, Max: 76.1, Min: 23.509999999999998

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 65.994

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Score: 65.994

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Best-score: 39.55733333333333

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 100, 'tune': 3000}

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Optimization Iteration: 5

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_3_500_310

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 34.461333333333336, Max: 37.4, Min: 23.369999999999997

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 34.461333333333336, Max: 37.4, Min: 23.369999999999997

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.461333333333336

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Score: 34.461333333333336

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 6

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Running with params: {'burn': 1170, 'chains': 1, 'n_samples': 200, 'tune': 1780}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1170_1_200_1780

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.94233333333333, Max: 37.370000000000005, Min: 23.37

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 7

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Running with params: {'burn': 40, 'chains': 5, 'n_samples': 5800, 'tune': 770}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_40_5_5800_770

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Not found ::: 

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Timings: Avg: 56.010000000000005, Max: 63.650000000000006, Min: 23.22

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Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 56.010000000000005, Max: 63.650000000000006, Min: 23.22

 12%|█▏        | 6/50 [32:52<3:21:06, 274.24s/trial, best loss: 34.461333333333336]
                                                                                   
Variance (4.333342374871281e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 56.010000000000005

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Score: 56.010000000000005

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 8

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Running with params: {'burn': 1320, 'chains': 6, 'n_samples': 2400, 'tune': 150}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1320_6_2400_150

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Not found ::: 

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Timings: Avg: 43.85933333333333, Max: 49.67, Min: 23.26

 14%|█▍        | 7/50 [38:08<3:25:56, 287.36s/trial, best loss: 34.461333333333336]
                                                                                   
Passed tests : 29

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Failed tests : 1

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 29 values out of 30

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Overall-timings: Avg: 43.85933333333333, Max: 49.67, Min: 23.26

 14%|█▍        | 7/50 [38:08<3:25:56, 287.36s/trial, best loss: 34.461333333333336]
                                                                                   
Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 43.85933333333333

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Score: 43.85933333333333

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 9

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Running with params: {'burn': 250, 'chains': 4, 'n_samples': 2400, 'tune': 2500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_250_4_2400_2500

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 47.009, Max: 59.26, Min: 23.28

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 47.009, Max: 59.26, Min: 23.28

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 47.009

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Score: 47.009

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 10

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Running with params: {'burn': 580, 'chains': 2, 'n_samples': 100, 'tune': 190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_580_2_100_190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.81, Max: 37.08, Min: 23.13

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 11

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Running with params: {'burn': 1040, 'chains': None, 'n_samples': 300, 'tune': 240}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1040_None_300_240

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.711999999999996, Max: 36.94, Min: 23.09

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Passed tests : 0

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 12

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Running with params: {'burn': 90, 'chains': 5, 'n_samples': 200, 'tune': 1560}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_90_5_200_1560

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Launching 30 jobs, 30 in parallel

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 13

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Running with params: {'burn': 900, 'chains': 3, 'n_samples': 1700, 'tune': 1000}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_900_3_1700_1000

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 37.24333333333333, Max: 41.400000000000006, Min: 23.240000000000002

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 37.24333333333333, Max: 41.400000000000006, Min: 23.240000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.24333333333333

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Score: 37.24333333333333

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 14

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Running with params: {'burn': 50, 'chains': 6, 'n_samples': 2400, 'tune': 800}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_50_6_2400_800

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 11...

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Iter 12...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 46.17233333333333, Max: 51.5, Min: 22.93

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 46.17233333333333, Max: 51.5, Min: 22.93

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 46.17233333333333

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Score: 46.17233333333333

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 15

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Running with params: {'burn': 30, 'chains': 5, 'n_samples': 2600, 'tune': 2600}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_30_5_2600_2600

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 8...

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Iter 5...

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Iter 29...

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Iter 7...

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Iter 2...

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Iter 12...

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Iter 14...

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Iter 15...

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Iter 24...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 6...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 51.63966666666666, Max: 60.580000000000005, Min: 23.5

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 51.63966666666666, Max: 60.580000000000005, Min: 23.5

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 51.63966666666666

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Score: 51.63966666666666

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 16

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Running with params: {'burn': 30, 'chains': 1, 'n_samples': 500, 'tune': 1500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_30_1_500_1500

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 11...

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Iter 5...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.50033333333334, Max: 38.339999999999996, Min: 23.07

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 17

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Running with params: {'burn': 70, 'chains': 3, 'n_samples': 4200, 'tune': 1220}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_70_3_4200_1220

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 44.13700000000001, Max: 48.85, Min: 23.34

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 44.13700000000001, Max: 48.85, Min: 23.34

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 44.13700000000001

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Score: 44.13700000000001

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 18

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Running with params: {'burn': 580, 'chains': 4, 'n_samples': 2400, 'tune': 570}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_580_4_2400_570

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 40.230000000000004, Max: 45.230000000000004, Min: 23.4

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 40.230000000000004, Max: 45.230000000000004, Min: 23.4

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.230000000000004

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Score: 40.230000000000004

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 19

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Running with params: {'burn': 370, 'chains': None, 'n_samples': 2600, 'tune': 870}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_370_None_2600_870

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 9...

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Iter 19...

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Iter 11...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 20...

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Iter 4...

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Iter 21...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 41.18600000000001, Max: 46.519999999999996, Min: 23.08

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 41.18600000000001, Max: 46.519999999999996, Min: 23.08

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.18600000000001

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Score: 41.18600000000001

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 20

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Running with params: {'burn': 150, 'chains': 4, 'n_samples': 7200, 'tune': 2690}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_150_4_7200_2690

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Launching 30 jobs, 30 in parallel

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Iter 3...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 62.00533333333333, Max: 71.73, Min: 23.46

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 62.00533333333333, Max: 71.73, Min: 23.46

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 62.00533333333333

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Score: 62.00533333333333

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 21

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Running with params: {'burn': 1970, 'chains': 3, 'n_samples': 1100, 'tune': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1970_3_1100_110

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 7...

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Iter 23...

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Iter 24...

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Timings: Avg: 35.402, Max: 38.33, Min: 23.61

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 22

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Running with params: {'burn': 20, 'chains': 3, 'n_samples': 1100, 'tune': 500}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_20_3_1100_500

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 11...

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Iter 15...

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Iter 4...

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Iter 29...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 2...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 3...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 5...

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Timings: Avg: 36.43066666666666, Max: 40.480000000000004, Min: 23.35

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 36.43066666666666, Max: 40.480000000000004, Min: 23.35

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.43066666666666

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Score: 36.43066666666666

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Upto iteration 50: {'burn': 10.0, 'chains': 2, 'n_samples': 500.0, 'tune': 310.0}

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Optimization Iteration: 23

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Running with params: {'burn': 20, 'chains': 3, 'n_samples': 600, 'tune': 490}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_20_3_600_490

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.17566666666667, Max: 40.25, Min: 23.44

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 35.17566666666667, Max: 40.25, Min: 23.44

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.17566666666667

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Score: 35.17566666666667

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 24

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Running with params: {'burn': 10, 'chains': 3, 'n_samples': 600, 'tune': 4610}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_3_600_4610

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 43.879999999999995, Max: 49.14, Min: 23.16

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 43.879999999999995, Max: 49.14, Min: 23.16

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 43.879999999999995

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Score: 43.879999999999995

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 25

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Running with params: {'burn': 20, 'chains': 3, 'n_samples': 600, 'tune': 310}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_20_3_600_310

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.783, Max: 38.33, Min: 23.259999999999998

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 34.783, Max: 38.33, Min: 23.259999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.783

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Score: 34.783

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Best-score: 34.461333333333336

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Best-param: {'burn': 10, 'chains': 3, 'n_samples': 500, 'tune': 310}

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Optimization Iteration: 26

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Running with params: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_20_3_400_100

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.99633333333334, Max: 37.69, Min: 23.490000000000002

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 33.99633333333334, Max: 37.69, Min: 23.490000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.99633333333334

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Score: 33.99633333333334

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 27

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Running with params: {'burn': 10, 'chains': None, 'n_samples': 400, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_None_400_100

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.516666666666666, Max: 38.77, Min: 23.39

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 34.516666666666666, Max: 38.77, Min: 23.39

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Variance (3.009265538105056e-36) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.516666666666666

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Score: 34.516666666666666

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 28

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Running with params: {'burn': 100, 'chains': 2, 'n_samples': 900, 'tune': 130}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_100_2_900_130

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.22566666666667, Max: 38.65, Min: 23.63

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 34.22566666666667, Max: 38.65, Min: 23.63

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.22566666666667

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Score: 34.22566666666667

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 29

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Running with params: {'burn': 130, 'chains': 2, 'n_samples': 900, 'tune': 130}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_130_2_900_130

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 10...

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Timings: Avg: 34.044, Max: 39.12, Min: 23.25

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 34.044, Max: 39.12, Min: 23.25

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.044

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Score: 34.044

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 30

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Running with params: {'burn': 190, 'chains': 2, 'n_samples': 100, 'tune': 190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_190_2_100_190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.40833333333333, Max: 37.66, Min: 23.41

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 31

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Running with params: {'burn': 260, 'chains': 2, 'n_samples': 300, 'tune': 160}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_260_2_300_160

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.916333333333334, Max: 37.6, Min: 23.48

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 32

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Running with params: {'burn': 110, 'chains': 2, 'n_samples': 1500, 'tune': 110}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_110_2_1500_110

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 35.26466666666666, Max: 39.58, Min: 23.42

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 35.26466666666666, Max: 39.58, Min: 23.42

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.26466666666666

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Score: 35.26466666666666

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 33

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Running with params: {'burn': 60, 'chains': 1, 'n_samples': 800, 'tune': 240}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_60_1_800_240

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.751333333333335, Max: 37.53, Min: 23.279999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 34

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Running with params: {'burn': 150, 'chains': 2, 'n_samples': 300, 'tune': 4510}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_150_2_300_4510

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 39.61633333333334, Max: 49.8, Min: 23.65

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Passed tests : 28

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Failed tests : 2

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 28 values out of 30

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Overall-timings: Avg: 39.61633333333334, Max: 49.8, Min: 23.65

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.61633333333334

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Score: 39.61633333333334

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 35

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Running with params: {'burn': 10, 'chains': 6, 'n_samples': 100, 'tune': 410}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_10_6_100_410

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 38.504, Max: 63.91, Min: 23.32

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 36

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 9800, 'tune': 220}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_20_2_9800_220

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 47.76666666666667, Max: 53.55, Min: 23.939999999999998

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 47.76666666666667, Max: 53.55, Min: 23.939999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 47.76666666666667

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Score: 47.76666666666667

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Best-score: 33.99633333333334

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Best-param: {'burn': 20, 'chains': 3, 'n_samples': 400, 'tune': 100}

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Optimization Iteration: 37

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Running with params: {'burn': 350, 'chains': 1, 'n_samples': 1300, 'tune': 140}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_350_1_1300_140

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.698, Max: 37.61, Min: 23.340000000000003

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 33.698, Max: 37.61, Min: 23.340000000000003

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.698

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Score: 33.698

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Best-score: 33.698

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Best-param: {'burn': 350, 'chains': 1, 'n_samples': 1300, 'tune': 140}

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Optimization Iteration: 38

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Running with params: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_330_1_1300_330

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.528, Max: 38.26, Min: 23.36

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 33.528, Max: 38.26, Min: 23.36

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.528

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Score: 33.528

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 39

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Running with params: {'burn': 380, 'chains': 1, 'n_samples': 1600, 'tune': 640}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_380_1_1600_640

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 2...

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Iter 27...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.912333333333336, Max: 37.92, Min: 23.400000000000002

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 33.912333333333336, Max: 37.92, Min: 23.400000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.912333333333336

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Score: 33.912333333333336

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 40

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Running with params: {'burn': 1510, 'chains': 1, 'n_samples': 4500, 'tune': 300}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1510_1_4500_300

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.79633333333333, Max: 40.620000000000005, Min: 23.220000000000002

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 35.79633333333333, Max: 40.620000000000005, Min: 23.220000000000002

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.79633333333333

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Score: 35.79633333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 41

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Running with params: {'burn': 660, 'chains': 1, 'n_samples': 1200, 'tune': 380}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_660_1_1200_380

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.70933333333333, Max: 38.34, Min: 23.349999999999998

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 33.70933333333333, Max: 38.34, Min: 23.349999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.70933333333333

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Score: 33.70933333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 42

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Running with params: {'burn': 800, 'chains': 1, 'n_samples': 3600, 'tune': 270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_800_1_3600_270

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.87, Max: 38.34, Min: 23.42

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 34.87, Max: 38.34, Min: 23.42

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.87

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Score: 34.87

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 43

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Running with params: {'burn': 400, 'chains': 1, 'n_samples': 1300, 'tune': 200}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_400_1_1300_200

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 33.84133333333333, Max: 35.85, Min: 23.77

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 33.84133333333333, Max: 35.85, Min: 23.77

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Variance (3.009265538105056e-36) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.84133333333333

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Score: 33.84133333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 44

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Running with params: {'burn': 270, 'chains': 1, 'n_samples': 2000, 'tune': 160}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_270_1_2000_160

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 27...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.13666666666667, Max: 40.19, Min: 23.45

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 34.13666666666667, Max: 40.19, Min: 23.45

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.13666666666667

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Score: 34.13666666666667

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 45

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Running with params: {'burn': 1570, 'chains': 5, 'n_samples': 3300, 'tune': 3490}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1570_5_3300_3490

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 56.44133333333334, Max: 65.99, Min: 23.62

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Passed tests : 27

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Converged: True

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Evaluating 27 values out of 30

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Overall-timings: Avg: 56.44133333333334, Max: 65.99, Min: 23.62

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Runtime: 56.44133333333334

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Score: 56.44133333333334

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Upto iteration 100: {'burn': 330.0, 'chains': 0, 'n_samples': 1300.0, 'tune': 330.0}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_210_1_200_2030

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Timings: Avg: 34.316, Max: 38.32, Min: 23.05

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Running with params: {'burn': 480, 'chains': 6, 'n_samples': 1900, 'tune': 380}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_480_6_1900_380

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Timings: Avg: 41.09966666666666, Max: 48.11, Min: 23.13

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 41.09966666666666, Max: 48.11, Min: 23.13

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.09966666666666

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Score: 41.09966666666666

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 48

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Running with params: {'burn': 290, 'chains': 4, 'n_samples': 700, 'tune': 1190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_290_4_700_1190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 38.35666666666666, Max: 44.46, Min: 23.64

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 49

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Running with params: {'burn': 990, 'chains': 1, 'n_samples': 9500, 'tune': 480}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_990_1_9500_480

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 39.29333333333334, Max: 46.17, Min: 23.47

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 39.29333333333334, Max: 46.17, Min: 23.47

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 39.29333333333334

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Score: 39.29333333333334

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 50

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Running with params: {'burn': 720, 'chains': None, 'n_samples': 6200, 'tune': 270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_720_None_6200_270

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 50.455333333333336, Max: 58.699999999999996, Min: 23.490000000000002

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 50.455333333333336, Max: 58.699999999999996, Min: 23.490000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 50.455333333333336

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Score: 50.455333333333336

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 51

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Running with params: {'burn': 70, 'chains': 5, 'n_samples': 3100, 'tune': 140}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_70_5_3100_140

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 43.39266666666667, Max: 52.46, Min: 23.45

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 43.39266666666667, Max: 52.46, Min: 23.45

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 43.39266666666667

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Score: 43.39266666666667

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 52

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Running with params: {'burn': 200, 'chains': 1, 'n_samples': 4800, 'tune': 720}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_200_1_4800_720

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.091, Max: 39.51, Min: 23.67

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 36.091, Max: 39.51, Min: 23.67

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.091

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Score: 36.091

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 53

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Running with params: {'burn': 510, 'chains': 4, 'n_samples': 7900, 'tune': 580}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_510_4_7900_580

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 57.30233333333333, Max: 66.14, Min: 23.490000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 57.30233333333333, Max: 66.14, Min: 23.490000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 57.30233333333333

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Score: 57.30233333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 54

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Running with params: {'burn': 320, 'chains': 1, 'n_samples': 200, 'tune': 950}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_320_1_200_950

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.431666666666665, Max: 36.28, Min: 23.48

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 55

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Running with params: {'burn': 1190, 'chains': 6, 'n_samples': 2000, 'tune': 190}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1190_6_2000_190

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 41.980000000000004, Max: 50.21, Min: 23.400000000000002

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 41.980000000000004, Max: 50.21, Min: 23.400000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.980000000000004

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Score: 41.980000000000004

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 56

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Running with params: {'burn': 80, 'chains': None, 'n_samples': 400, 'tune': 340}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_80_None_400_340

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.407000000000004, Max: 39.24, Min: 23.240000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 57

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Running with params: {'burn': 1990, 'chains': 5, 'n_samples': 1500, 'tune': 430}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1990_5_1500_430

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 40.657000000000004, Max: 46.480000000000004, Min: 23.42

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Passed tests : 0

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Failed tests : 30

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 58

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Running with params: {'burn': 180, 'chains': 1, 'n_samples': 5500, 'tune': 120}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_180_1_5500_120

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.76133333333333, Max: 40.94, Min: 23.37

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 36.76133333333333, Max: 40.94, Min: 23.37

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.76133333333333

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Score: 36.76133333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 59

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Running with params: {'burn': 460, 'chains': 4, 'n_samples': 2800, 'tune': 170}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_460_4_2800_170

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 41.23433333333333, Max: 45.81, Min: 23.6

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 41.23433333333333, Max: 45.81, Min: 23.6

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.23433333333333

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Score: 41.23433333333333

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 60

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Running with params: {'burn': 40, 'chains': 1, 'n_samples': 500, 'tune': 230}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_40_1_500_230

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.71666666666667, Max: 37.629999999999995, Min: 23.509999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 61

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Running with params: {'burn': 230, 'chains': None, 'n_samples': 1000, 'tune': 280}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_230_None_1000_280

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.953, Max: 40.64, Min: 23.47

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 36.953, Max: 40.64, Min: 23.47

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.953

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Score: 36.953

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 62

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Running with params: {'burn': 850, 'chains': 6, 'n_samples': 1300, 'tune': 580}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_850_6_1300_580

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 41.63066666666667, Max: 47.63, Min: 23.18

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 41.63066666666667, Max: 47.63, Min: 23.18

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.63066666666667

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Score: 41.63066666666667

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 63

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Running with params: {'burn': 590, 'chains': 1, 'n_samples': 700, 'tune': 1250}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_590_1_700_1250

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.006, Max: 39.17, Min: 23.57

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 35.006, Max: 39.17, Min: 23.57

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.006

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Score: 35.006

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 64

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Running with params: {'burn': 120, 'chains': 5, 'n_samples': 4000, 'tune': 100}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_120_5_4000_100

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 47.145999999999994, Max: 58.46, Min: 23.720000000000002

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 47.145999999999994, Max: 58.46, Min: 23.720000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 47.145999999999994

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Score: 47.145999999999994

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 65

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Running with params: {'burn': 330, 'chains': 1, 'n_samples': 2200, 'tune': 350}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_330_1_2200_350

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.683333333333344, Max: 47.190000000000005, Min: 23.47

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 35.683333333333344, Max: 47.190000000000005, Min: 23.47

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.683333333333344

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Score: 35.683333333333344

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 66

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Running with params: {'burn': 160, 'chains': 1, 'n_samples': 1200, 'tune': 820}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_160_1_1200_820

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.41266666666666, Max: 49.629999999999995, Min: 23.52

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Passed tests : 27

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Failed tests : 3

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 27 values out of 30

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Overall-timings: Avg: 36.41266666666666, Max: 49.629999999999995, Min: 23.52

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.41266666666666

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Score: 36.41266666666666

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 67

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Running with params: {'burn': 1420, 'chains': 1, 'n_samples': 900, 'tune': 420}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_1420_1_900_420

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.519999999999996, Max: 40.22, Min: 23.16

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Optimization Iteration: 68

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Running with params: {'burn': 660, 'chains': 1, 'n_samples': 300, 'tune': 490}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598055846/assert_73167658_660_1_300_490

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.55266666666667, Max: 37.67, Min: 23.31

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 33.528

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Best-param: {'burn': 330, 'chains': 1, 'n_samples': 1300, 'tune': 330}

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Upto iteration 150: {'burn': 330.0, 'chains': 0, 'n_samples': 1300.0, 'tune': 330.0}
Breaking...
{'burn': 330.0, 'chains': 0, 'n_samples': 1300.0, 'tune': 330.0}
Best score: 33.528
Repeated params: 0
Trials: 69
Best param {'burn': 330.0, 'chains': 0, 'n_samples': 1300.0, 'tune': 330.0}
Reduction: 47.614137058216926%
Speedup: 1.9089119541875448x
Optimizer time: 18892.700014829636
Spec: 17
test_mean
Running test...
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

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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

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Passed tests : 26

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Failed tests : 4

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Evaluating 26 values out of 30

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Overall-timings: Avg: 36.908, Max: 41.55, Min: 23.610000000000003

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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Runtime: 36.908

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Score: 36.908

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Optimization Iteration: 2

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Running with params: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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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

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Timings: Avg: 32.50566666666666, Max: 36.79, Min: 23.63

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.50566666666666, Max: 36.79, Min: 23.63

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.50566666666666

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Score: 32.50566666666666

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 3

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Running with params: {'burn': 1810, 'chains': 5, 'n_samples': 400, 'tune': 340}

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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

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 4

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Running with params: {'burn': 280, 'chains': 2, 'n_samples': 7000, 'tune': 1690}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 37.87733333333334, Max: 42.8, Min: 23.25

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 37.87733333333334, Max: 42.8, Min: 23.25

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.87733333333334

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Score: 37.87733333333334

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 5

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Running with params: {'burn': 30, 'chains': 5, 'n_samples': 2900, 'tune': 560}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 38.32633333333333, Max: 43.05, Min: 23.599999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 38.32633333333333, Max: 43.05, Min: 23.599999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.32633333333333

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Score: 38.32633333333333

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 6

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Running with params: {'burn': 170, 'chains': 2, 'n_samples': 200, 'tune': 360}

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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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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.284, Max: 37.45, Min: 23.6

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 7

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Running with params: {'burn': 520, 'chains': 3, 'n_samples': 200, 'tune': 280}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.681000000000004, Max: 37.29, Min: 23.520000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 8

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Running with params: {'burn': 10, 'chains': None, 'n_samples': 1300, 'tune': 2320}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 37.215999999999994, Max: 43.959999999999994, Min: 23.299999999999997

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 37.215999999999994, Max: 43.959999999999994, Min: 23.299999999999997

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.215999999999994

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Score: 37.215999999999994

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 9

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Running with params: {'burn': 0, 'chains': None, 'n_samples': 3500, 'tune': 680}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 38.251, Max: 45.050000000000004, Min: 24.130000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 38.251, Max: 45.050000000000004, Min: 24.130000000000003

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.251

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Score: 38.251

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 10

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Running with params: {'burn': 20, 'chains': 4, 'n_samples': 8600, 'tune': 2720}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 48.51733333333334, Max: 58.75, Min: 23.54

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 48.51733333333334, Max: 58.75, Min: 23.54

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 48.51733333333334

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Score: 48.51733333333334

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Best-score: 32.50566666666666

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Best-param: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 390}

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Optimization Iteration: 11

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.372, Max: 36.3, Min: 23.59

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.372, Max: 36.3, Min: 23.59

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.372

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Score: 32.372

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 12

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Running with params: {'burn': 0, 'chains': 3, 'n_samples': 2100, 'tune': 4750}

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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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Launching 30 jobs, 30 in parallel

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Timings: Avg: 40.16799999999999, Max: 45.269999999999996, Min: 23.82

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 40.16799999999999, Max: 45.269999999999996, Min: 23.82

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.16799999999999

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Score: 40.16799999999999

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 13

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Running with params: {'burn': 0, 'chains': 6, 'n_samples': 400, 'tune': 3240}

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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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Launching 30 jobs, 30 in parallel

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Timings: Avg: 40.852999999999994, Max: 48.379999999999995, Min: 23.470000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 40.852999999999994, Max: 48.379999999999995, Min: 23.470000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.852999999999994

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Score: 40.852999999999994

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 14

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Running with params: {'burn': 0, 'chains': 4, 'n_samples': 700, 'tune': 140}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.46233333333334, Max: 37.86, Min: 22.96

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.46233333333334, Max: 37.86, Min: 22.96

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Variance (1.925929944387236e-34) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.46233333333334

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Score: 32.46233333333334

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 15

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 100, 'tune': 1980}

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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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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.983, Max: 39.28, Min: 23.5

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.983, Max: 39.28, Min: 23.5

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.983

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Score: 34.983

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 16

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Running with params: {'burn': 1290, 'chains': 3, 'n_samples': 2800, 'tune': 1510}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.51033333333333, Max: 41.410000000000004, Min: 23.700000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 36.51033333333333, Max: 41.410000000000004, Min: 23.700000000000003

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.51033333333333

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Score: 36.51033333333333

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 17

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Running with params: {'burn': 60, 'chains': 4, 'n_samples': 900, 'tune': 1040}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.57033333333333, Max: 40.35, Min: 23.55

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Passed tests : 24

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Failed tests : 6

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 24 values out of 30

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Overall-timings: Avg: 34.57033333333333, Max: 40.35, Min: 23.55

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.57033333333333

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Score: 34.57033333333333

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 18

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Running with params: {'burn': 50, 'chains': 3, 'n_samples': 400, 'tune': 1920}

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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

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.31233333333333, Max: 39.73, Min: 23.44

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.31233333333333, Max: 39.73, Min: 23.44

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.31233333333333

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Score: 34.31233333333333

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 19

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Running with params: {'burn': 50, 'chains': 1, 'n_samples': 2900, 'tune': 160}

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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

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 33.00033333333333, Max: 37.88, Min: 23.88

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.00033333333333, Max: 37.88, Min: 23.88

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.00033333333333

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Score: 33.00033333333333

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 20

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Running with params: {'burn': 0, 'chains': 3, 'n_samples': 500, 'tune': 2880}

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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

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Timings: Avg: 35.25633333333334, Max: 39.93, Min: 23.47

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 35.25633333333334, Max: 39.93, Min: 23.47

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.25633333333334

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Score: 35.25633333333334

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Best-score: 32.372

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 970}

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Optimization Iteration: 21

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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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

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Launching 30 jobs, 30 in parallel

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Iter 25...

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Iter 29...

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Timings: Avg: 32.175000000000004, Max: 36.31, Min: 23.880000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.175000000000004, Max: 36.31, Min: 23.880000000000003

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.175000000000004

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Score: 32.175000000000004

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 22

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1300, 'tune': 920}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 7...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 24...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.334333333333326, Max: 37.93, Min: 23.44

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.334333333333326, Max: 37.93, Min: 23.44

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.334333333333326

 42%|████▏     | 21/50 [1:32:50<2:00:55, 250.19s/trial, best loss: 32.175000000000004]
                                                                                      
Score: 32.334333333333326

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 23

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 1500, 'tune': 100}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 3...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 27...

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Iter 26...

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Iter 28...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.727333333333334, Max: 37.68, Min: 23.830000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.727333333333334, Max: 37.68, Min: 23.830000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.727333333333334

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Score: 32.727333333333334

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 24

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 4800, 'tune': 210}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 33.36633333333333, Max: 37.25, Min: 23.63

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.36633333333333, Max: 37.25, Min: 23.63

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.36633333333333

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Score: 33.36633333333333

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Upto iteration 50: {'burn': 10.0, 'chains': 0, 'n_samples': 900.0, 'tune': 110.0}

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Optimization Iteration: 25

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Running with params: {'burn': 110, 'chains': 1, 'n_samples': 600, 'tune': 910}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.281666666666666, Max: 37.08, Min: 23.470000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.281666666666666, Max: 37.08, Min: 23.470000000000002

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.281666666666666

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Score: 32.281666666666666

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 26

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Running with params: {'burn': 100, 'chains': 1, 'n_samples': 200, 'tune': 1170}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.24666666666666, Max: 36.480000000000004, Min: 23.28

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.24666666666666, Max: 36.480000000000004, Min: 23.28

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.24666666666666

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Score: 32.24666666666666

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 27

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Running with params: {'burn': 880, 'chains': 6, 'n_samples': 200, 'tune': 1290}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 35.40533333333334, Max: 40.28, Min: 23.29

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 28

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Running with params: {'burn': 100, 'chains': 1, 'n_samples': 300, 'tune': 4420}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 21...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 26...

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Iter 25...

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Iter 27...

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Iter 28...

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Iter 29...

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Not found ::: 

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Timings: Avg: 33.20933333333333, Max: 38.18, Min: 23.5

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.20933333333333, Max: 38.18, Min: 23.5

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.20933333333333

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Score: 33.20933333333333

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 29

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Running with params: {'burn': 430, 'chains': 1, 'n_samples': 100, 'tune': 600}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 32.032, Max: 36.23, Min: 23.599999999999998

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 32.175000000000004

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Best-param: {'burn': 10, 'chains': 1, 'n_samples': 900, 'tune': 110}

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Optimization Iteration: 30

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.683, Max: 35.67, Min: 23.36

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 31.683, Max: 35.67, Min: 23.36

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.683

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Score: 31.683

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 31

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 100}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.098, Max: 36.11, Min: 23.669999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.098, Max: 36.11, Min: 23.669999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.098

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Score: 32.098

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 32

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 230}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.08533333333334, Max: 36.06, Min: 23.78

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.08533333333334, Max: 36.06, Min: 23.78

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.08533333333334

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Score: 32.08533333333334

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 33

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 230}

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Optimization Iteration: 34

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Running with params: {'burn': 0, 'chains': 5, 'n_samples': 300, 'tune': 480}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.550333333333334, Max: 35.67, Min: 23.52

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.550333333333334, Max: 35.67, Min: 23.52

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.550333333333334

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Score: 33.550333333333334

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 35

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 150}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.944666666666667, Max: 36.07, Min: 23.69

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 31.944666666666667, Max: 36.07, Min: 23.69

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Variance (1.2037062152420224e-35) too small, using delta distribution

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.944666666666667

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Score: 31.944666666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 36

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 200, 'tune': 140}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.973666666666663, Max: 37.15, Min: 23.39

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 31.973666666666663, Max: 37.15, Min: 23.39

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.973666666666663

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Score: 31.973666666666663

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 37

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Running with params: {'burn': 0, 'chains': None, 'n_samples': 300, 'tune': 300}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.70933333333333, Max: 36.83, Min: 23.75

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.70933333333333, Max: 36.83, Min: 23.75

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.70933333333333

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Score: 32.70933333333333

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 38

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Running with params: {'burn': 170, 'chains': 5, 'n_samples': 100, 'tune': 440}

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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

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Timings: Avg: 33.26766666666666, Max: 36.8, Min: 23.540000000000003

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Passed tests : 0

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Half of samples failed, exiting...

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All-Passed: False

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 39

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Running with params: {'burn': 30, 'chains': 2, 'n_samples': 200, 'tune': 180}

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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

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Timings: Avg: 31.904333333333337, Max: 33.5, Min: 23.47

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Passed tests : 26

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 31.904333333333337, Max: 33.5, Min: 23.47

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Variance (0.0) too small, using delta distribution

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 31.904333333333337

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Score: 31.904333333333337

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 40

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Running with params: {'burn': 20, 'chains': 6, 'n_samples': 200, 'tune': 200}

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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

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Timings: Avg: 32.937333333333335, Max: 37.96, Min: 23.5

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.937333333333335, Max: 37.96, Min: 23.5

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.937333333333335

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Score: 32.937333333333335

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 41

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Running with params: {'burn': 200, 'chains': None, 'n_samples': 300, 'tune': 120}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 32.50666666666667, Max: 37.97, Min: 23.55

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.50666666666667, Max: 37.97, Min: 23.55

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.50666666666667

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Score: 32.50666666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 42

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Running with params: {'burn': 40, 'chains': 2, 'n_samples': 500, 'tune': 180}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.593333333333334, Max: 36.589999999999996, Min: 23.810000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.593333333333334, Max: 36.589999999999996, Min: 23.810000000000002

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Variance (7.52316384526264e-37) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.593333333333334

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Score: 32.593333333333334

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 43

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Running with params: {'burn': 300, 'chains': 5, 'n_samples': 200, 'tune': 310}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.91366666666667, Max: 38.2, Min: 22.97

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 44

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Running with params: {'burn': 30, 'chains': 2, 'n_samples': 1900, 'tune': 390}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.13433333333333, Max: 37.32, Min: 23.189999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.13433333333333, Max: 37.32, Min: 23.189999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.13433333333333

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Score: 33.13433333333333

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 45

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Running with params: {'burn': 70, 'chains': 6, 'n_samples': 400, 'tune': 270}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.28066666666667, Max: 38.44, Min: 23.62

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.28066666666667, Max: 38.44, Min: 23.62

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.28066666666667

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Score: 34.28066666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 46

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Running with params: {'burn': 30, 'chains': None, 'n_samples': 700, 'tune': 720}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.204666666666675, Max: 39.260000000000005, Min: 23.53

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.204666666666675, Max: 39.260000000000005, Min: 23.53

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.204666666666675

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Score: 34.204666666666675

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 47

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 100, 'tune': 120}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.68066666666667, Max: 36.64, Min: 23.39

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.68066666666667, Max: 36.64, Min: 23.39

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.68066666666667

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Score: 32.68066666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 48

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Running with params: {'burn': 10, 'chains': 2, 'n_samples': 6800, 'tune': 170}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.831999999999994, Max: 40.449999999999996, Min: 23.62

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 36.831999999999994, Max: 40.449999999999996, Min: 23.62

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.831999999999994

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Score: 36.831999999999994

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 49

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Running with params: {'burn': 0, 'chains': 3, 'n_samples': 100, 'tune': 360}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.361, Max: 37.51, Min: 23.630000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.361, Max: 37.51, Min: 23.630000000000003

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.361

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Score: 32.361

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 50

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Running with params: {'burn': 30, 'chains': 5, 'n_samples': 200, 'tune': 250}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.827666666666666, Max: 34.839999999999996, Min: 23.630000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.827666666666666, Max: 34.839999999999996, Min: 23.630000000000003

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.827666666666666

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Score: 32.827666666666666

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Upto iteration 100: {'burn': 20.0, 'chains': 0, 'n_samples': 200.0, 'tune': 120.0}

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Optimization Iteration: 51

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Running with params: {'burn': 70, 'chains': 4, 'n_samples': 1200, 'tune': 780}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.015, Max: 40.35, Min: 24.4

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 35.015, Max: 40.35, Min: 24.4

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.015

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Score: 35.015

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 52

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Running with params: {'burn': 20, 'chains': 6, 'n_samples': 700, 'tune': 490}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 34.826, Max: 38.43, Min: 23.259999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.826, Max: 38.43, Min: 23.259999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.826

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Score: 34.826

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 53

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Running with params: {'burn': 0, 'chains': None, 'n_samples': 500, 'tune': 130}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.92466666666667, Max: 38.24, Min: 23.64

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.92466666666667, Max: 38.24, Min: 23.64

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.92466666666667

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Score: 32.92466666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 54

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Running with params: {'burn': 150, 'chains': 2, 'n_samples': 1700, 'tune': 190}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 33.321333333333335, Max: 35.57, Min: 24.080000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 33.321333333333335, Max: 35.57, Min: 24.080000000000002

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 33.321333333333335

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Score: 33.321333333333335

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 55

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Running with params: {'burn': 830, 'chains': 1, 'n_samples': 1100, 'tune': 580}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.41166666666667, Max: 36.769999999999996, Min: 23.61

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.41166666666667, Max: 36.769999999999996, Min: 23.61

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.41166666666667

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Score: 32.41166666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 56

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Running with params: {'burn': 1800, 'chains': 3, 'n_samples': 400, 'tune': 330}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 32.86066666666667, Max: 38.06, Min: 23.45

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 57

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Running with params: {'burn': 10, 'chains': 4, 'n_samples': 300, 'tune': 420}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.976333333333336, Max: 37.28, Min: 23.32

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.976333333333336, Max: 37.28, Min: 23.32

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.976333333333336

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Score: 32.976333333333336

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 58

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Running with params: {'burn': 260, 'chains': 1, 'n_samples': 200, 'tune': 110}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 31.969, Max: 36.35, Min: 23.630000000000003

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 59

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 4100, 'tune': 1500}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 35.838, Max: 40.0, Min: 23.81

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 35.838, Max: 40.0, Min: 23.81

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 35.838

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Score: 35.838

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 60

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Running with params: {'burn': 40, 'chains': 1, 'n_samples': 100, 'tune': 3650}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.96, Max: 37.12, Min: 23.34

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.96, Max: 37.12, Min: 23.34

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.96

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Score: 32.96

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 61

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Running with params: {'burn': 10, 'chains': 6, 'n_samples': 2400, 'tune': 160}

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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

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Timings: Avg: 36.97566666666667, Max: 43.57, Min: 23.419999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 36.97566666666667, Max: 43.57, Min: 23.419999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 36.97566666666667

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Score: 36.97566666666667

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 62

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Running with params: {'burn': 410, 'chains': 3, 'n_samples': 600, 'tune': 240}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.53966666666666, Max: 36.730000000000004, Min: 23.18

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.53966666666666, Max: 36.730000000000004, Min: 23.18

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.53966666666666

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Score: 32.53966666666666

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 63

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Running with params: {'burn': 80, 'chains': 5, 'n_samples': 100, 'tune': 270}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.92100000000001, Max: 37.1, Min: 23.840000000000003

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.92100000000001, Max: 37.1, Min: 23.840000000000003

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.92100000000001

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Score: 32.92100000000001

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 64

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Running with params: {'burn': 0, 'chains': 1, 'n_samples': 900, 'tune': 510}

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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

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Launching 30 jobs, 30 in parallel

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Iter 29...

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Timings: Avg: 32.245333333333335, Max: 36.31, Min: 23.54

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.245333333333335, Max: 36.31, Min: 23.54

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.245333333333335

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Score: 32.245333333333335

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 65

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Running with params: {'burn': 130, 'chains': 2, 'n_samples': 200, 'tune': 100}

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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

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Launching 30 jobs, 30 in parallel

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Iter 28...

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Not found ::: 

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Timings: Avg: 32.086999999999996, Max: 33.63, Min: 23.32

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.086999999999996, Max: 33.63, Min: 23.32

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.086999999999996

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Score: 32.086999999999996

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 66

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 150}

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Optimization Iteration: 67

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 210}

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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

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Launching 30 jobs, 30 in parallel

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Iter 19...

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Iter 29...

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Timings: Avg: 32.087, Max: 37.120000000000005, Min: 23.59

 66%|██████▌   | 66/100 [1:06:44<2:21:15, 249.28s/trial, best loss: 31.683]
                                                                           
Passed tests : 26

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Failed tests : 4

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Converged: True

 66%|██████▌   | 66/100 [1:06:44<2:21:15, 249.28s/trial, best loss: 31.683]
                                                                           
Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.087, Max: 37.120000000000005, Min: 23.59

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Variance (3.009265538105056e-36) too small, using delta distribution

 66%|██████▌   | 66/100 [1:06:44<2:21:15, 249.28s/trial, best loss: 31.683]
                                                                           
Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.087

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Score: 32.087

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 68

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 200, 'tune': 140}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.05633333333334, Max: 33.62, Min: 23.28

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.05633333333334, Max: 33.62, Min: 23.28

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Variance (4.81482486096809e-35) too small, using delta distribution

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Probability of fail : 0.0

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All-Passed: True

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Probabilty of failure: 0.0

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Runtime: 32.05633333333334

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Score: 32.05633333333334

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Best-score: 31.683

 67%|██████▋   | 67/100 [1:10:52<1:56:27, 211.76s/trial, best loss: 31.683]
                                                                           
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 69

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Running with params: {'burn': 10, 'chains': 2, 'n_samples': 100, 'tune': 120}

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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

 68%|██████▊   | 68/100 [1:10:52<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 22...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 21...

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Iter 4...

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Iter 23...

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Iter 24...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.377, Max: 33.88, Min: 23.400000000000002

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Passed tests : 26

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Failed tests : 4

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Converged: True

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Convergence score: 0.0

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updating...

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updating...

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Evaluating 26 values out of 30

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Overall-timings: Avg: 32.377, Max: 33.88, Min: 23.400000000000002

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Variance (0.0) too small, using delta distribution

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Probability of fail : 0.0

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
All-Passed: True

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Probabilty of failure: 0.0

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Runtime: 32.377

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Score: 32.377

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Best-score: 31.683

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
                                                                           
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

 68%|██████▊   | 68/100 [1:15:01<1:58:45, 222.66s/trial, best loss: 31.683]
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Optimization Iteration: 70

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 300, 'tune': 180}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.46666666666666, Max: 35.59, Min: 23.44

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.46666666666666, Max: 35.59, Min: 23.44

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.46666666666666

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Score: 32.46666666666666

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 71

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 100, 'tune': 110}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.046, Max: 37.15, Min: 23.240000000000002

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.046, Max: 37.15, Min: 23.240000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.046

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Score: 32.046

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 72

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Running with params: {'burn': 0, 'chains': None, 'n_samples': 200, 'tune': 150}

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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

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 32.62233333333334, Max: 37.269999999999996, Min: 23.400000000000002

 71%|███████   | 71/100 [1:27:15<1:55:56, 239.88s/trial, best loss: 31.683]
                                                                           
Passed tests : 24

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Failed tests : 6

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 24 values out of 30

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Overall-timings: Avg: 32.62233333333334, Max: 37.269999999999996, Min: 23.400000000000002

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.62233333333334

 71%|███████   | 71/100 [1:27:15<1:55:56, 239.88s/trial, best loss: 31.683]
                                                                           
Score: 32.62233333333334

 71%|███████   | 71/100 [1:27:15<1:55:56, 239.88s/trial, best loss: 31.683]
                                                                           
Best-score: 31.683

 71%|███████   | 71/100 [1:27:15<1:55:56, 239.88s/trial, best loss: 31.683]
                                                                           
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 73

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Running with params: {'burn': 50, 'chains': 1, 'n_samples': 100, 'tune': 360}

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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

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 4...

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Iter 20...

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Iter 23...

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Iter 5...

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Iter 28...

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Timings: Avg: 32.17333333333333, Max: 36.379999999999995, Min: 23.22

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Passed tests : 26

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.17333333333333, Max: 36.379999999999995, Min: 23.22

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Variance (0.0) too small, using delta distribution

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Probability of fail : 0.0

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
All-Passed: True

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Probabilty of failure: 0.0

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Runtime: 32.17333333333333

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Score: 32.17333333333333

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Best-score: 31.683

 72%|███████▏  | 72/100 [1:31:25<1:51:29, 238.89s/trial, best loss: 31.683]
                                                                           
Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 74

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Running with params: {'burn': 670, 'chains': 4, 'n_samples': 100, 'tune': 130}

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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

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Launching 30 jobs, 30 in parallel

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Iter 7...

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Timings: Avg: 32.76233333333334, Max: 37.28, Min: 23.349999999999998

 73%|███████▎  | 73/100 [1:35:33<1:48:53, 241.98s/trial, best loss: 31.683]
                                                                           
Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 75

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Running with params: {'burn': 0, 'chains': 2, 'n_samples': 400, 'tune': 100}

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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

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Timings: Avg: 32.058, Max: 37.69, Min: 23.14

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.058, Max: 37.69, Min: 23.14

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

 74%|███████▍  | 74/100 [1:39:42<1:45:45, 244.06s/trial, best loss: 31.683]
                                                                           
Runtime: 32.058

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Score: 32.058

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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Optimization Iteration: 76

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Running with params: {'burn': 10, 'chains': 1, 'n_samples': 300, 'tune': 220}

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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

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Launching 30 jobs, 30 in parallel

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Iter 4...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 32.469, Max: 36.16, Min: 23.669999999999998

 75%|███████▌  | 75/100 [1:43:51<1:42:11, 245.26s/trial, best loss: 31.683]
                                                                           
Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 32.469, Max: 36.16, Min: 23.669999999999998

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 32.469

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Score: 32.469

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Best-score: 31.683

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 200, 'tune': 120}

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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
Spec: 18
test_mean
Running test...
Repo: pymc3
Filename: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/projects/pymc3/pymc3/tests/test_posteriors.py
ClassName: TestNUTSNormal
Testname: test_mean
Params: n_samples,59,16,ParamType.ITER,10000
tune,60,11,ParamType.ITER,1000
burn,61,11,ParamType.ITER,0
chains,62,13,ParamType.CHAINS,2
Assertion: npt.assert_allclose(expected, samples.mean(0), rtol=0.1, atol=0.05)
Original runtime: 58.374
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n_samples': 10000, 'tune': 1000, 'burn': 0, 'chains': 2}
Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_10000_1000_0_2
Launching 30 jobs, 30 in parallel
Iter 14...
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Iter 8...
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Iter 9...
Iter 0...
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Iter 1...
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Iter 25...
Iter 23...
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Iter 18...
Iter 12...
Iter 13...
Iter 11...
Iter 10...
Iter 28...
Iter 29...
Not found ::: 
Not found ::: 
Not found ::: 
Not found ::: 
Timings: Avg: 50.68833333333334, Max: 62.89, Min: 23.45
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
updating...
updating...
Evaluating 26 values out of 30
Overall-timings: Avg: 50.68833333333334, Max: 62.89, Min: 23.45
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (1.2037062152420224e-35) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (1.2037062152420224e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 50.68833333333334
Score: 50.68833333333334
Best-score: 50.68833333333334
Best-param: {'n_samples': 10000, 'tune': 1000, 'burn': 0, 'chains': 2}
>>Setting original runtime to 50.68833333333334

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Optimization Iteration: 1

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Running with params: {'burn': 0, 'chains': 6, 'n_samples': 1100, 'tune': 1830}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_0_6_1100_1830

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 48.585666666666654, Max: 60.62, Min: 23.52

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 48.585666666666654, Max: 60.62, Min: 23.52

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 48.585666666666654

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Score: 48.585666666666654

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Best-score: 48.585666666666654

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Best-param: {'burn': 0, 'chains': 6, 'n_samples': 1100, 'tune': 1830}

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Optimization Iteration: 2

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Running with params: {'burn': 20, 'chains': 2, 'n_samples': 1700, 'tune': 3570}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_20_2_1700_3570

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 41.22966666666665, Max: 47.28, Min: 23.55

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 41.22966666666665, Max: 47.28, Min: 23.55

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (7.52316384526264e-37) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 41.22966666666665

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Score: 41.22966666666665

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Best-score: 41.22966666666665

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Best-param: {'burn': 20, 'chains': 2, 'n_samples': 1700, 'tune': 3570}

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Optimization Iteration: 3

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Running with params: {'burn': 780, 'chains': 2, 'n_samples': 200, 'tune': 1130}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_780_2_200_1130

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Launching 30 jobs, 30 in parallel

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Timings: Avg: 36.346999999999994, Max: 42.879999999999995, Min: 23.580000000000002

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Passed tests : 0

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Failed tests : 30

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Half of samples failed, exiting...

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All-Passed: False

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Probabilty of failure: 1.0

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Runtime: 10000.0

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Score: 3.4028234663852886e+38

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Best-score: 41.22966666666665

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Best-param: {'burn': 20, 'chains': 2, 'n_samples': 1700, 'tune': 3570}

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Optimization Iteration: 4

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Running with params: {'burn': 10, 'chains': 2, 'n_samples': 2200, 'tune': 960}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_10_2_2200_960

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Timings: Avg: 38.19799999999999, Max: 42.769999999999996, Min: 23.53

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 38.19799999999999, Max: 42.769999999999996, Min: 23.53

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 38.19799999999999

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Score: 38.19799999999999

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Best-score: 38.19799999999999

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Best-param: {'burn': 10, 'chains': 2, 'n_samples': 2200, 'tune': 960}

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Optimization Iteration: 5

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Running with params: {'burn': 0, 'chains': 3, 'n_samples': 1500, 'tune': 4760}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_0_3_1500_4760

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 26...

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Not found ::: 

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Not found ::: 

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Timings: Avg: 50.126, Max: 58.07, Min: 23.47

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 50.126, Max: 58.07, Min: 23.47

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

  8%|▊         | 4/50 [21:59<3:21:13, 262.47s/trial, best loss: 38.19799999999999]
                                                                                  
Variance (0.0) too small, using delta distribution

  8%|▊         | 4/50 [21:59<3:21:13, 262.47s/trial, best loss: 38.19799999999999]
                                                                                  
Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 50.126

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Score: 50.126

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Best-score: 38.19799999999999

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Best-param: {'burn': 10, 'chains': 2, 'n_samples': 2200, 'tune': 960}

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Optimization Iteration: 6

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Running with params: {'burn': 80, 'chains': 1, 'n_samples': 8100, 'tune': 740}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_80_1_8100_740

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 8...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 28...

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Iter 29...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 40.245333333333335, Max: 45.99, Min: 23.599999999999998

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 40.245333333333335, Max: 45.99, Min: 23.599999999999998

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 40.245333333333335

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Score: 40.245333333333335

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Best-score: 38.19799999999999

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Best-param: {'burn': 10, 'chains': 2, 'n_samples': 2200, 'tune': 960}

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Optimization Iteration: 7

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Running with params: {'burn': 30, 'chains': 2, 'n_samples': 8800, 'tune': 4770}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_30_2_8800_4770

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 25...

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Iter 8...

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Iter 10...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 55.277, Max: 66.47, Min: 23.68

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 55.277, Max: 66.47, Min: 23.68

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 55.277

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Score: 55.277

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Best-score: 38.19799999999999

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Best-param: {'burn': 10, 'chains': 2, 'n_samples': 2200, 'tune': 960}

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Optimization Iteration: 8

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Running with params: {'burn': 20, 'chains': 1, 'n_samples': 1200, 'tune': 410}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_20_1_1200_410

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 11...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 3...

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Iter 12...

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Iter 15...

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Iter 17...

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Iter 18...

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Iter 19...

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Iter 20...

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Iter 22...

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Iter 23...

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Iter 24...

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Iter 25...

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Iter 26...

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Iter 27...

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Iter 29...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 34.76933333333333, Max: 38.81, Min: 23.32

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 34.76933333333333, Max: 38.81, Min: 23.32

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 34.76933333333333

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Score: 34.76933333333333

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Best-score: 34.76933333333333

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 1200, 'tune': 410}

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Optimization Iteration: 9

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Running with params: {'burn': 180, 'chains': None, 'n_samples': 900, 'tune': 270}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_180_None_900_270

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Launching 30 jobs, 30 in parallel

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Iter 0...

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Iter 1...

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Iter 2...

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Iter 3...

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Iter 4...

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Iter 5...

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Iter 6...

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Iter 7...

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Iter 8...

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Iter 9...

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Iter 10...

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Iter 11...

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Iter 12...

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Iter 13...

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Iter 14...

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Iter 15...

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Iter 16...

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Iter 17...

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Iter 18...

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Iter 24...

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Iter 25...

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Iter 27...

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Iter 26...

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Iter 29...

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Iter 28...

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 37.677666666666674, Max: 44.0, Min: 23.14

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 37.677666666666674, Max: 44.0, Min: 23.14

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (3.009265538105056e-36) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 37.677666666666674

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Score: 37.677666666666674

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Best-score: 34.76933333333333

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 1200, 'tune': 410}

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Optimization Iteration: 10

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Running with params: {'burn': 1420, 'chains': 2, 'n_samples': 4400, 'tune': 1730}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_1420_2_4400_1730

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Launching 30 jobs, 30 in parallel

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Not found ::: 

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Timings: Avg: 42.635999999999996, Max: 50.11, Min: 23.47

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Passed tests : 26

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Failed tests : 4

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Converged: True

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Convergence score: 0.0

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updating...

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updating...

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Evaluating 26 values out of 30

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Overall-timings: Avg: 42.635999999999996, Max: 50.11, Min: 23.47

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (1.2037062152420224e-35) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Variance (4.81482486096809e-35) too small, using delta distribution

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Variance (0.0) too small, using delta distribution

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Probability of fail : 0.0

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All-Passed: True

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Probabilty of failure: 0.0

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Runtime: 42.635999999999996

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Score: 42.635999999999996

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Best-score: 34.76933333333333

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Best-param: {'burn': 20, 'chains': 1, 'n_samples': 1200, 'tune': 410}

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Optimization Iteration: 11

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Running with params: {'burn': 0, 'chains': 5, 'n_samples': 5500, 'tune': 3020}

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Logdir: /mnt/batch/tasks/workitems/optpymc3seed/job-1/Task_pymc3/wd/borntobeflaky/tool/logs/optim_1597945912_pymc3/run_1598094063/assert_46979524_0_5_5500_3020

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Launching 30 jobs, 30 in parallel

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