Repo: pymc-learn
Filename: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/projects/pymc-learn/pmlearn/linear_model/tests/test_logistic.py
ClassName: TestHierarchicalLogisticRegressionPredictProba
Testname: test_predict_proba_returns_probabilities_and_std
Params: n,112,67,ParamType.ITER,50000
minibatch_size,112,41,ParamType.ITER,500
Assertion: npt.assert_equal(probs.shape, self.y_test.shape)
Original runtime: 23.299
>>Getting original runtime
Optimization Iteration: -1
Running with params: {'n': 50000, 'minibatch_size': 500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_50000_500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 25.99, Max: 29.57, Min: 24.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.99, Max: 29.57, Min: 24.080000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 25.99
Score: 25.99
Best-score: 25.99
Best-param: {'n': 50000, 'minibatch_size': 500}
>>Setting original runtime to 25.99
Optimization Iteration: 1
Running with params: {'minibatch_size': 470, 'n': 900}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_470_900
Launching 30 jobs, 20 in parallel
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Timings: Avg: 12.010333333333335, Max: 13.12, Min: 11.01
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.010333333333335, Max: 13.12, Min: 11.01
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.010333333333335
Score: 12.010333333333335
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 2
Running with params: {'minibatch_size': 210, 'n': 2400}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_210_2400
Launching 30 jobs, 20 in parallel
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Timings: Avg: 12.461333333333334, Max: 13.100000000000001, Min: 11.57
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.461333333333334, Max: 13.100000000000001, Min: 11.57
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.461333333333334
Score: 12.461333333333334
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 3
Running with params: {'minibatch_size': 340, 'n': 13400}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_340_13400
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.373666666666663, Max: 16.38, Min: 14.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.373666666666663, Max: 16.38, Min: 14.02
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 15.373666666666663
Score: 15.373666666666663
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 4
Running with params: {'minibatch_size': 380, 'n': 1300}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_380_1300
Launching 30 jobs, 20 in parallel
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Timings: Avg: 12.581333333333331, Max: 13.360000000000001, Min: 11.4
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.581333333333331, Max: 13.360000000000001, Min: 11.4
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.581333333333331
Score: 12.581333333333331
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 5
Running with params: {'minibatch_size': 460, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_460_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 12.256666666666664, Max: 13.08, Min: 10.959999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.256666666666664, Max: 13.08, Min: 10.959999999999999
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.256666666666664
Score: 12.256666666666664
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 6
Running with params: {'minibatch_size': 120, 'n': 5400}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_120_5400
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.137333333333334, Max: 14.06, Min: 11.94
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.137333333333334, Max: 14.06, Min: 11.94
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.137333333333334
Score: 13.137333333333334
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 7
Running with params: {'minibatch_size': 470, 'n': 15100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_470_15100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 16.868, Max: 19.33, Min: 15.48
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.868, Max: 19.33, Min: 15.48
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.868
Score: 16.868
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 8
Running with params: {'minibatch_size': 390, 'n': 500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_390_500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 12.913333333333336, Max: 13.59, Min: 11.690000000000001
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 12.913333333333336, Max: 13.59, Min: 11.690000000000001
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 12.913333333333336
Score: 12.913333333333336
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 9
Running with params: {'minibatch_size': 130, 'n': 48500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_130_48500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 21.792666666666666, Max: 26.419999999999998, Min: 20.26
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 21.792666666666666, Max: 26.419999999999998, Min: 20.26
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 21.792666666666666
Score: 21.792666666666666
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 10
Running with params: {'minibatch_size': 200, 'n': 2600}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_200_2600
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.419333333333332, Max: 14.35, Min: 12.12
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.419333333333332, Max: 14.35, Min: 12.12
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.419333333333332
Score: 13.419333333333332
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 11
Running with params: {'minibatch_size': 100, 'n': 1700}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_100_1700
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.373000000000001, Max: 14.33, Min: 11.899999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.373000000000001, Max: 14.33, Min: 11.899999999999999
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.373000000000001
Score: 13.373000000000001
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 12
Running with params: {'minibatch_size': 380, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_380_200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.22733333333333, Max: 13.9, Min: 12.010000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.22733333333333, Max: 13.9, Min: 12.010000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.22733333333333
Score: 13.22733333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 13
Running with params: {'minibatch_size': 430, 'n': 300}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_430_300
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.379333333333332, Max: 15.059999999999999, Min: 11.709999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.379333333333332, Max: 15.059999999999999, Min: 11.709999999999999
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.379333333333332
Score: 13.379333333333332
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 14
Running with params: {'minibatch_size': 240, 'n': 1000}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_240_1000
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.959666666666665, Max: 15.33, Min: 12.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.959666666666665, Max: 15.33, Min: 12.6
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.959666666666665
Score: 13.959666666666665
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 15
Running with params: {'minibatch_size': 190, 'n': 300}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_190_300
Launching 30 jobs, 20 in parallel
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Timings: Avg: 13.854333333333335, Max: 14.669999999999998, Min: 12.32
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 13.854333333333335, Max: 14.669999999999998, Min: 12.32
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 13.854333333333335
Score: 13.854333333333335
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 16
Running with params: {'minibatch_size': 150, 'n': 1600}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_150_1600
Launching 30 jobs, 20 in parallel
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Timings: Avg: 14.210333333333333, Max: 15.56, Min: 12.709999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.210333333333333, Max: 15.56, Min: 12.709999999999999
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 14.210333333333333
Score: 14.210333333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 17
Running with params: {'minibatch_size': 480, 'n': 38900}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_480_38900
Launching 30 jobs, 20 in parallel
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Timings: Avg: 25.622, Max: 29.150000000000002, Min: 22.840000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.622, Max: 29.150000000000002, Min: 22.840000000000003
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 25.622
Score: 25.622
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 18
Running with params: {'minibatch_size': 120, 'n': 5700}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_120_5700
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Timings: Avg: 15.09966666666667, Max: 16.44, Min: 13.510000000000002
Passed tests : 30
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Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.09966666666667, Max: 16.44, Min: 13.510000000000002
Probability of fail : 0.0
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Score: 15.09966666666667
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 19
Running with params: {'minibatch_size': 180, 'n': 3200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_180_3200
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Timings: Avg: 14.866333333333333, Max: 16.41, Min: 13.41
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.866333333333333, Max: 16.41, Min: 13.41
Probability of fail : 0.0
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Runtime: 14.866333333333333
Score: 14.866333333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 20
Running with params: {'minibatch_size': 290, 'n': 1200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_290_1200
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Timings: Avg: 14.397666666666668, Max: 15.379999999999999, Min: 12.88
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.397666666666668, Max: 15.379999999999999, Min: 12.88
Probability of fail : 0.0
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Runtime: 14.397666666666668
Score: 14.397666666666668
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 21
Running with params: {'minibatch_size': 290, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_290_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 14.641666666666664, Max: 16.38, Min: 12.86
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.641666666666664, Max: 16.38, Min: 12.86
Probability of fail : 0.0
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Runtime: 14.641666666666664
Score: 14.641666666666664
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 22
Running with params: {'minibatch_size': 300, 'n': 700}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_300_700
Launching 30 jobs, 20 in parallel
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Timings: Avg: 14.989666666666665, Max: 16.01, Min: 12.969999999999999
Passed tests : 30
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Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 14.989666666666665, Max: 16.01, Min: 12.969999999999999
Probability of fail : 0.0
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Runtime: 14.989666666666665
Score: 14.989666666666665
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 23
Running with params: {'minibatch_size': 490, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_490_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.083333333333332, Max: 15.75, Min: 13.32
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.083333333333332, Max: 15.75, Min: 13.32
Probability of fail : 0.0
All-Passed: True
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Runtime: 15.083333333333332
Score: 15.083333333333332
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 24
Running with params: {'minibatch_size': 250, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_250_200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.581999999999997, Max: 16.81, Min: 13.45
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.581999999999997, Max: 16.81, Min: 13.45
Probability of fail : 0.0
All-Passed: True
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Runtime: 15.581999999999997
Score: 15.581999999999997
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Upto iteration 50: {'minibatch_size': 470.0, 'n': 900.0}
Optimization Iteration: 25
Running with params: {'minibatch_size': 330, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_330_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.266, Max: 16.54, Min: 13.67
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.266, Max: 16.54, Min: 13.67
Probability of fail : 0.0
All-Passed: True
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Runtime: 15.266
Score: 15.266
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 26
Running with params: {'minibatch_size': 430, 'n': 500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_430_500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.114333333333331, Max: 16.13, Min: 13.34
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.114333333333331, Max: 16.13, Min: 13.34
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 15.114333333333331
Score: 15.114333333333331
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 27
Running with params: {'minibatch_size': 500, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_500_200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.38933333333333, Max: 17.43, Min: 13.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.38933333333333, Max: 17.43, Min: 13.63
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 15.38933333333333
Score: 15.38933333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 28
Running with params: {'minibatch_size': 420, 'n': 4500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_420_4500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 16.666666666666668, Max: 17.37, Min: 14.76
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.666666666666668, Max: 17.37, Min: 14.76
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.666666666666668
Score: 16.666666666666668
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 29
Running with params: {'minibatch_size': 340, 'n': 10100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_340_10100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.088, Max: 21.330000000000002, Min: 16.22
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.088, Max: 21.330000000000002, Min: 16.22
Probability of fail : 0.0
All-Passed: True
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Runtime: 18.088
Score: 18.088
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 30
Running with params: {'minibatch_size': 260, 'n': 24800}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_260_24800
Launching 30 jobs, 20 in parallel
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Timings: Avg: 21.326999999999995, Max: 23.42, Min: 18.779999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 21.326999999999995, Max: 23.42, Min: 18.779999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 21.326999999999995
Score: 21.326999999999995
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 31
Running with params: {'minibatch_size': 220, 'n': 600}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_220_600
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.793333333333333, Max: 17.48, Min: 13.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.793333333333333, Max: 17.48, Min: 13.66
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 15.793333333333333
Score: 15.793333333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 32
Running with params: {'minibatch_size': 160, 'n': 300}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_160_300
Launching 30 jobs, 20 in parallel
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Timings: Avg: 15.924666666666663, Max: 18.009999999999998, Min: 13.77
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 15.924666666666663, Max: 18.009999999999998, Min: 13.77
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 15.924666666666663
Score: 15.924666666666663
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 33
Running with params: {'minibatch_size': 340, 'n': 800}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_340_800
Launching 30 jobs, 20 in parallel
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Timings: Avg: 16.697333333333336, Max: 18.61, Min: 13.76
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.697333333333336, Max: 18.61, Min: 13.76
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.697333333333336
Score: 16.697333333333336
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 34
Running with params: {'minibatch_size': 450, 'n': 7900}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_450_7900
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.386, Max: 19.73, Min: 16.259999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.386, Max: 19.73, Min: 16.259999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.386
Score: 18.386
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 35
Running with params: {'minibatch_size': 380, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_380_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 16.71366666666667, Max: 18.56, Min: 14.45
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 16.71366666666667, Max: 18.56, Min: 14.45
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 16.71366666666667
Score: 16.71366666666667
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 36
Running with params: {'minibatch_size': 400, 'n': 18500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_400_18500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 21.714333333333332, Max: 24.57, Min: 19.27
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 21.714333333333332, Max: 24.57, Min: 19.27
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 21.714333333333332
Score: 21.714333333333332
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 37
Running with params: {'minibatch_size': 320, 'n': 2100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_320_2100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.352666666666664, Max: 18.580000000000002, Min: 15.09
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.352666666666664, Max: 18.580000000000002, Min: 15.09
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.352666666666664
Score: 17.352666666666664
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 38
Running with params: {'minibatch_size': 270, 'n': 3500}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_270_3500
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.02766666666667, Max: 19.310000000000002, Min: 15.51
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.02766666666667, Max: 19.310000000000002, Min: 15.51
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.02766666666667
Score: 18.02766666666667
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 39
Running with params: {'minibatch_size': 360, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_360_200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.069333333333336, Max: 18.75, Min: 14.89
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.069333333333336, Max: 18.75, Min: 14.89
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.069333333333336
Score: 17.069333333333336
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 40
Running with params: {'minibatch_size': 230, 'n': 400}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_230_400
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.21333333333333, Max: 19.4, Min: 14.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.21333333333333, Max: 19.4, Min: 14.92
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.21333333333333
Score: 17.21333333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 41
Running with params: {'minibatch_size': 460, 'n': 1000}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_460_1000
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.283666666666665, Max: 18.349999999999998, Min: 14.98
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.283666666666665, Max: 18.349999999999998, Min: 14.98
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.283666666666665
Score: 17.283666666666665
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 42
Running with params: {'minibatch_size': 100, 'n': 100}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_100_100
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.118, Max: 18.01, Min: 15.17
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.118, Max: 18.01, Min: 15.17
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.118
Score: 17.118
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 43
Running with params: {'minibatch_size': 360, 'n': 400}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_360_400
Launching 30 jobs, 20 in parallel
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Timings: Avg: 17.558, Max: 18.58, Min: 15.02
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 17.558, Max: 18.58, Min: 15.02
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 17.558
Score: 17.558
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 44
Running with params: {'minibatch_size': 410, 'n': 1700}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_410_1700
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.264000000000003, Max: 19.75, Min: 15.309999999999999
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.264000000000003, Max: 19.75, Min: 15.309999999999999
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.264000000000003
Score: 18.264000000000003
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 45
Running with params: {'minibatch_size': 130, 'n': 2200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_130_2200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.162333333333333, Max: 19.619999999999997, Min: 15.77
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.162333333333333, Max: 19.619999999999997, Min: 15.77
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.162333333333333
Score: 18.162333333333333
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 46
Running with params: {'minibatch_size': 200, 'n': 6600}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_200_6600
Launching 30 jobs, 20 in parallel
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Timings: Avg: 19.577999999999996, Max: 20.95, Min: 17.12
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 19.577999999999996, Max: 20.95, Min: 17.12
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 19.577999999999996
Score: 19.577999999999996
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Optimization Iteration: 47
Running with params: {'minibatch_size': 160, 'n': 200}
Logdir: /mnt/batch/tasks/workitems/opt20c/job-1/Task_pymc-learn_0_01/wd/borntobeflaky/tool/logs/optim_1599757462_pymc-learn/run_1599757462/assert_33601274_160_200
Launching 30 jobs, 20 in parallel
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Timings: Avg: 18.216333333333335, Max: 19.369999999999997, Min: 15.89
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 18.216333333333335, Max: 19.369999999999997, Min: 15.89
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 18.216333333333335
Score: 18.216333333333335
Best-score: 12.010333333333335
Best-param: {'minibatch_size': 470, 'n': 900}
Upto iteration 100: {'minibatch_size': 470.0, 'n': 900.0}
Breaking...
{'minibatch_size': 470.0, 'n': 900.0}
Best score: 12.010333333333335
Repeated params: 0
Trials: 48
Best param {'minibatch_size': 470.0, 'n': 900.0}
Reduction: 53.78863665512375%
Speedup: 2.1639699147955924x
Optimizer time: 12657.912228822708
