Repo: pymc-learn
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/pymc-learn/pmlearn/linear_model/tests/test_logistic.py
ClassName: TestHierarchicalLogisticRegressionPredictProba
Testname: test_predict_proba_returns_probabilities
Params: n,105,67,ParamType.ITER,50000
minibatch_size,105,41,ParamType.ITER,500
Assertion: npt.assert_equal(probs.shape, self.y_test.shape)
Original runtime: 36.699999999999996
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n': 50000, 'minibatch_size': 500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_50000_500
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Not found ::: 
Timings: Avg: 39.51633333333334, Max: 47.6, Min: 27.6
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.0
Evaluating 29 values out of 30
Overall-timings: Avg: 39.51633333333334, Max: 47.6, Min: 27.6
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 39.51633333333334
Score: 39.51633333333334
Best-score: 39.51633333333334
Best-param: {'n': 50000, 'minibatch_size': 500}
>>Setting original runtime to 39.51633333333334
Optimization Iteration: 1
Running with params: {'minibatch_size': 330, 'n': 35400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_330_35400
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Timings: Avg: 33.42366666666666, Max: 37.92, Min: 29.799999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.42366666666666, Max: 37.92, Min: 29.799999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.42366666666666
Score: 33.42366666666666
Best-score: 33.42366666666666
Best-param: {'minibatch_size': 330, 'n': 35400}
Optimization Iteration: 2
Running with params: {'minibatch_size': 360, 'n': 4600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_360_4600
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Timings: Avg: 24.317000000000007, Max: 30.94, Min: 21.87
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.317000000000007, Max: 30.94, Min: 21.87
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.317000000000007
Score: 24.317000000000007
Best-score: 24.317000000000007
Best-param: {'minibatch_size': 360, 'n': 4600}
Optimization Iteration: 3
Running with params: {'minibatch_size': 340, 'n': 900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_340_900
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Timings: Avg: 23.936000000000003, Max: 31.75, Min: 20.95
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.936000000000003, Max: 31.75, Min: 20.95
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.936000000000003
Score: 23.936000000000003
Best-score: 23.936000000000003
Best-param: {'minibatch_size': 340, 'n': 900}
Optimization Iteration: 4
Running with params: {'minibatch_size': 310, 'n': 800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_310_800
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Timings: Avg: 23.674666666666663, Max: 29.310000000000002, Min: 21.04
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.674666666666663, Max: 29.310000000000002, Min: 21.04
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.674666666666663
Score: 23.674666666666663
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 5
Running with params: {'minibatch_size': 110, 'n': 14100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_110_14100
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Timings: Avg: 27.066, Max: 35.129999999999995, Min: 23.76
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.066, Max: 35.129999999999995, Min: 23.76
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.066
Score: 27.066
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 6
Running with params: {'minibatch_size': 130, 'n': 27400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_130_27400
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Timings: Avg: 30.644333333333332, Max: 40.43, Min: 26.99
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.644333333333332, Max: 40.43, Min: 26.99
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.644333333333332
Score: 30.644333333333332
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 7
Running with params: {'minibatch_size': 170, 'n': 41300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_170_41300
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Timings: Avg: 34.729000000000006, Max: 44.65, Min: 31.009999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.729000000000006, Max: 44.65, Min: 31.009999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.729000000000006
Score: 34.729000000000006
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 8
Running with params: {'minibatch_size': 430, 'n': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_430_1100
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Timings: Avg: 23.718333333333337, Max: 29.3, Min: 21.270000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 23.718333333333337, Max: 29.3, Min: 21.270000000000003
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 23.718333333333337
Score: 23.718333333333337
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 9
Running with params: {'minibatch_size': 190, 'n': 6000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_190_6000
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Timings: Avg: 25.829000000000004, Max: 34.44, Min: 22.61
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.829000000000004, Max: 34.44, Min: 22.61
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 25.829000000000004
Score: 25.829000000000004
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 10
Running with params: {'minibatch_size': 250, 'n': 1300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_250_1300
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Timings: Avg: 24.052, Max: 29.66, Min: 21.490000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.052, Max: 29.66, Min: 21.490000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.052
Score: 24.052
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 11
Running with params: {'minibatch_size': 450, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_450_300
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Timings: Avg: 24.14, Max: 29.04, Min: 21.330000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.14, Max: 29.04, Min: 21.330000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.14
Score: 24.14
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 12
Running with params: {'minibatch_size': 130, 'n': 1200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_130_1200
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Timings: Avg: 24.260666666666662, Max: 31.25, Min: 21.339999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.260666666666662, Max: 31.25, Min: 21.339999999999996
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.260666666666662
Score: 24.260666666666662
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 13
Running with params: {'minibatch_size': 130, 'n': 2000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_130_2000
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Timings: Avg: 24.419666666666664, Max: 29.910000000000004, Min: 21.8
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.419666666666664, Max: 29.910000000000004, Min: 21.8
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.419666666666664
Score: 24.419666666666664
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 14
Running with params: {'minibatch_size': 130, 'n': 33900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_130_33900
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Timings: Avg: 32.80833333333333, Max: 40.809999999999995, Min: 29.3
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.80833333333333, Max: 40.809999999999995, Min: 29.3
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.80833333333333
Score: 32.80833333333333
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 15
Running with params: {'minibatch_size': 190, 'n': 31600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_190_31600
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Timings: Avg: 32.377333333333326, Max: 40.04, Min: 29.48
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.377333333333326, Max: 40.04, Min: 29.48
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.377333333333326
Score: 32.377333333333326
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 16
Running with params: {'minibatch_size': 280, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_280_200
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Timings: Avg: 24.490999999999996, Max: 34.32, Min: 21.21
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.490999999999996, Max: 34.32, Min: 21.21
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.490999999999996
Score: 24.490999999999996
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 17
Running with params: {'minibatch_size': 110, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_110_100
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Timings: Avg: 24.727666666666664, Max: 30.35, Min: 21.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 24.727666666666664, Max: 30.35, Min: 21.54
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 24.727666666666664
Score: 24.727666666666664
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 18
Running with params: {'minibatch_size': 210, 'n': 2600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_210_2600
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Timings: Avg: 26.294666666666668, Max: 33.96, Min: 23.009999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.294666666666668, Max: 33.96, Min: 23.009999999999998
Probability of fail : 0.0
All-Passed: True
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Runtime: 26.294666666666668
Score: 26.294666666666668
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 19
Running with params: {'minibatch_size': 250, 'n': 5100}
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Timings: Avg: 26.73266666666666, Max: 32.25, Min: 24.05
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.73266666666666, Max: 32.25, Min: 24.05
Probability of fail : 0.0
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Runtime: 26.73266666666666
Score: 26.73266666666666
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 20
Running with params: {'minibatch_size': 230, 'n': 48800}
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Passed tests : 30
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Evaluating 30 values out of 30
Overall-timings: Avg: 39.48900000000001, Max: 51.6, Min: 35.11
Probability of fail : 0.0
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Runtime: 39.48900000000001
Score: 39.48900000000001
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 21
Running with params: {'minibatch_size': 490, 'n': 500}
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.080666666666673, Max: 32.89, Min: 22.94
Probability of fail : 0.0
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Runtime: 26.080666666666673
Score: 26.080666666666673
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 22
Running with params: {'minibatch_size': 410, 'n': 600}
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Timings: Avg: 25.662333333333333, Max: 31.48, Min: 22.87
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.662333333333333, Max: 31.48, Min: 22.87
Probability of fail : 0.0
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Runtime: 25.662333333333333
Score: 25.662333333333333
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Upto iteration 50: {'minibatch_size': 310.0, 'n': 800.0}
Optimization Iteration: 23
Running with params: {'minibatch_size': 300, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_300_100
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Timings: Avg: 25.769000000000002, Max: 32.37, Min: 22.549999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 25.769000000000002, Max: 32.37, Min: 22.549999999999997
Probability of fail : 0.0
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Runtime: 25.769000000000002
Score: 25.769000000000002
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 24
Running with params: {'minibatch_size': 390, 'n': 300}
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Timings: Avg: 26.138666666666666, Max: 33.38, Min: 23.029999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.138666666666666, Max: 33.38, Min: 23.029999999999998
Probability of fail : 0.0
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Runtime: 26.138666666666666
Score: 26.138666666666666
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 25
Running with params: {'minibatch_size': 450, 'n': 2500}
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Timings: Avg: 27.01733333333333, Max: 34.55, Min: 23.96
Passed tests : 30
Failed tests : 0
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.01733333333333, Max: 34.55, Min: 23.96
Probability of fail : 0.0
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Runtime: 27.01733333333333
Score: 27.01733333333333
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 26
Running with params: {'minibatch_size': 500, 'n': 600}
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Timings: Avg: 26.170666666666666, Max: 33.09, Min: 23.270000000000003
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.170666666666666, Max: 33.09, Min: 23.270000000000003
Probability of fail : 0.0
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Runtime: 26.170666666666666
Score: 26.170666666666666
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 27
Running with params: {'minibatch_size': 300, 'n': 9700}
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Timings: Avg: 29.046666666666663, Max: 37.28, Min: 26.21
Passed tests : 30
Failed tests : 0
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.046666666666663, Max: 37.28, Min: 26.21
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 29.046666666666663
Score: 29.046666666666663
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 28
Running with params: {'minibatch_size': 390, 'n': 200}
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Timings: Avg: 26.35866666666667, Max: 32.42, Min: 23.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.35866666666667, Max: 32.42, Min: 23.080000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 26.35866666666667
Score: 26.35866666666667
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 29
Running with params: {'minibatch_size': 320, 'n': 1700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_320_1700
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Timings: Avg: 27.191333333333326, Max: 33.56, Min: 23.96
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.191333333333326, Max: 33.56, Min: 23.96
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.191333333333326
Score: 27.191333333333326
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 30
Running with params: {'minibatch_size': 440, 'n': 800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_440_800
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Timings: Avg: 26.546, Max: 36.8, Min: 23.43
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.546, Max: 36.8, Min: 23.43
Probability of fail : 0.0
All-Passed: True
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Runtime: 26.546
Score: 26.546
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 31
Running with params: {'minibatch_size': 370, 'n': 3300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_370_3300
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Timings: Avg: 27.991666666666667, Max: 33.370000000000005, Min: 24.779999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.991666666666667, Max: 33.370000000000005, Min: 24.779999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.991666666666667
Score: 27.991666666666667
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 32
Running with params: {'minibatch_size': 270, 'n': 400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_270_400
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Timings: Avg: 26.71566666666666, Max: 33.55, Min: 23.869999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.71566666666666, Max: 33.55, Min: 23.869999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 26.71566666666666
Score: 26.71566666666666
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 33
Running with params: {'minibatch_size': 340, 'n': 900}
Optimization Iteration: 34
Running with params: {'minibatch_size': 350, 'n': 10100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_350_10100
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Timings: Avg: 30.264, Max: 38.1, Min: 26.97
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.264, Max: 38.1, Min: 26.97
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.264
Score: 30.264
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 35
Running with params: {'minibatch_size': 310, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_310_200
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Timings: Avg: 26.761999999999997, Max: 35.82, Min: 23.479999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 26.761999999999997, Max: 35.82, Min: 23.479999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 26.761999999999997
Score: 26.761999999999997
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 36
Running with params: {'minibatch_size': 160, 'n': 1400}
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Timings: Avg: 27.970666666666663, Max: 36.44, Min: 23.93
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.970666666666663, Max: 36.44, Min: 23.93
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.970666666666663
Score: 27.970666666666663
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 37
Running with params: {'minibatch_size': 270, 'n': 19600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_270_19600
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Timings: Avg: 33.321333333333335, Max: 43.239999999999995, Min: 29.32
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.321333333333335, Max: 43.239999999999995, Min: 29.32
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.321333333333335
Score: 33.321333333333335
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 38
Running with params: {'minibatch_size': 420, 'n': 3100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_420_3100
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Timings: Avg: 28.273999999999997, Max: 35.739999999999995, Min: 25.419999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 28.273999999999997, Max: 35.739999999999995, Min: 25.419999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 28.273999999999997
Score: 28.273999999999997
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 39
Running with params: {'minibatch_size': 220, 'n': 900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_220_900
Launching 30 jobs, 15 in parallel
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Timings: Avg: 27.224666666666668, Max: 33.42, Min: 23.9
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.224666666666668, Max: 33.42, Min: 23.9
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.224666666666668
Score: 27.224666666666668
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 40
Running with params: {'minibatch_size': 360, 'n': 7500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_360_7500
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Timings: Avg: 29.907333333333334, Max: 38.61, Min: 26.560000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.907333333333334, Max: 38.61, Min: 26.560000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.907333333333334
Score: 29.907333333333334
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 41
Running with params: {'minibatch_size': 480, 'n': 3900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_480_3900
Launching 30 jobs, 15 in parallel
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Timings: Avg: 28.66133333333333, Max: 35.69, Min: 25.27
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 28.66133333333333, Max: 35.69, Min: 25.27
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 28.66133333333333
Score: 28.66133333333333
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 42
Running with params: {'minibatch_size': 250, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_250_300
Launching 30 jobs, 15 in parallel
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Timings: Avg: 27.499666666666666, Max: 34.89, Min: 24.529999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.499666666666666, Max: 34.89, Min: 24.529999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.499666666666666
Score: 27.499666666666666
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 43
Running with params: {'minibatch_size': 160, 'n': 1800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_160_1800
Launching 30 jobs, 15 in parallel
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Timings: Avg: 27.738333333333333, Max: 36.61, Min: 24.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.738333333333333, Max: 36.61, Min: 24.58
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.738333333333333
Score: 27.738333333333333
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Optimization Iteration: 44
Running with params: {'minibatch_size': 180, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597801984/assert_56333987_180_100
Launching 30 jobs, 15 in parallel
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Timings: Avg: 27.891, Max: 35.129999999999995, Min: 24.37
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.891, Max: 35.129999999999995, Min: 24.37
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.891
Score: 27.891
Best-score: 23.674666666666663
Best-param: {'minibatch_size': 310, 'n': 800}
Upto iteration 100: {'minibatch_size': 310.0, 'n': 800.0}
Breaking...
{'minibatch_size': 310.0, 'n': 800.0}
Best score: 23.674666666666663
Repeated params: 1
Trials: 45
Best param {'minibatch_size': 310.0, 'n': 800.0}
Reduction: 40.088908383875044%
Speedup: 1.669140009011039x
Optimizer time: 12618.804910421371
