Repo: pymc-learn
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/pymc-learn/pmlearn/linear_model/tests/test_logistic.py
ClassName: TestHierarchicalLogisticRegressionPredict
Testname: test_predict_returns_predictions
Params: n,130,67,ParamType.ITER,50000
minibatch_size,130,41,ParamType.ITER,500
Assertion: npt.assert_equal(preds.shape, self.y_test.shape)
Original runtime: 57.38
>>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_1597827747/assert_68766445_50000_500
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Timings: Avg: 50.03866666666667, Max: 63.29, Min: 44.480000000000004
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 50.03866666666667, Max: 63.29, Min: 44.480000000000004
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 50.03866666666667
Score: 50.03866666666667
Best-score: 50.03866666666667
Best-param: {'n': 50000, 'minibatch_size': 500}
>>Setting original runtime to 50.03866666666667
Optimization Iteration: 1
Running with params: {'minibatch_size': 110, 'n': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_110_600
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Timings: Avg: 32.342666666666666, Max: 40.42, Min: 28.54
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.342666666666666, Max: 40.42, Min: 28.54
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.342666666666666
Score: 32.342666666666666
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 2
Running with params: {'minibatch_size': 270, 'n': 1500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_270_1500
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Timings: Avg: 32.822333333333326, Max: 41.61, Min: 29.29
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.822333333333326, Max: 41.61, Min: 29.29
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.822333333333326
Score: 32.822333333333326
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 3
Running with params: {'minibatch_size': 230, 'n': 9500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_230_9500
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Timings: Avg: 34.94433333333333, Max: 43.4, Min: 31.22
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.94433333333333, Max: 43.4, Min: 31.22
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.94433333333333
Score: 34.94433333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 4
Running with params: {'minibatch_size': 430, 'n': 5500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_430_5500
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Timings: Avg: 34.257, Max: 42.93, Min: 30.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.257, Max: 42.93, Min: 30.63
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.257
Score: 34.257
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 5
Running with params: {'minibatch_size': 340, 'n': 44800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_340_44800
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Timings: Avg: 47.823333333333345, Max: 61.66, Min: 42.169999999999995
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 47.823333333333345, Max: 61.66, Min: 42.169999999999995
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 47.823333333333345
Score: 47.823333333333345
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 6
Running with params: {'minibatch_size': 200, 'n': 13900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_200_13900
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Timings: Avg: 36.392333333333326, Max: 45.96, Min: 32.28
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.392333333333326, Max: 45.96, Min: 32.28
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.392333333333326
Score: 36.392333333333326
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 7
Running with params: {'minibatch_size': 110, 'n': 3500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_110_3500
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Timings: Avg: 34.18333333333333, Max: 42.88, Min: 30.07
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.18333333333333, Max: 42.88, Min: 30.07
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.18333333333333
Score: 34.18333333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 8
Running with params: {'minibatch_size': 170, 'n': 1200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_170_1200
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Timings: Avg: 33.07366666666666, Max: 41.81999999999999, Min: 29.099999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.07366666666666, Max: 41.81999999999999, Min: 29.099999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.07366666666666
Score: 33.07366666666666
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 9
Running with params: {'minibatch_size': 270, 'n': 3700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_270_3700
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Timings: Avg: 34.248999999999995, Max: 41.41, Min: 29.9
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.248999999999995, Max: 41.41, Min: 29.9
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.248999999999995
Score: 34.248999999999995
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 10
Running with params: {'minibatch_size': 420, 'n': 1300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_420_1300
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Timings: Avg: 33.97566666666667, Max: 43.65, Min: 29.41
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.97566666666667, Max: 43.65, Min: 29.41
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.97566666666667
Score: 33.97566666666667
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 11
Running with params: {'minibatch_size': 170, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_170_300
Launching 30 jobs, 15 in parallel
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Timings: Avg: 34.267, Max: 44.59, Min: 29.89
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.267, Max: 44.59, Min: 29.89
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.267
Score: 34.267
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 12
Running with params: {'minibatch_size': 350, 'n': 5200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_350_5200
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Timings: Avg: 35.946333333333335, Max: 43.45, Min: 32.37
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.946333333333335, Max: 43.45, Min: 32.37
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.946333333333335
Score: 35.946333333333335
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 13
Running with params: {'minibatch_size': 390, 'n': 1500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_390_1500
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Timings: Avg: 35.586999999999996, Max: 45.78, Min: 31.48
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.586999999999996, Max: 45.78, Min: 31.48
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.586999999999996
Score: 35.586999999999996
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 14
Running with params: {'minibatch_size': 420, 'n': 20900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_420_20900
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Timings: Avg: 42.739333333333335, Max: 54.010000000000005, Min: 37.589999999999996
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 42.739333333333335, Max: 54.010000000000005, Min: 37.589999999999996
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 42.739333333333335
Score: 42.739333333333335
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 15
Running with params: {'minibatch_size': 380, 'n': 20900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_380_20900
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Timings: Avg: 41.53633333333333, Max: 49.22, Min: 37.629999999999995
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 41.53633333333333, Max: 49.22, Min: 37.629999999999995
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 41.53633333333333
Score: 41.53633333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 16
Running with params: {'minibatch_size': 160, 'n': 700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_160_700
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Timings: Avg: 35.376, Max: 44.230000000000004, Min: 31.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.376, Max: 44.230000000000004, Min: 31.080000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.376
Score: 35.376
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 17
Running with params: {'minibatch_size': 470, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_470_300
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Timings: Avg: 35.67733333333334, Max: 43.18, Min: 30.99
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.67733333333334, Max: 43.18, Min: 30.99
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.67733333333334
Score: 35.67733333333334
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 18
Running with params: {'minibatch_size': 130, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_130_300
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Timings: Avg: 35.373999999999995, Max: 43.72, Min: 31.549999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.373999999999995, Max: 43.72, Min: 31.549999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.373999999999995
Score: 35.373999999999995
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 19
Running with params: {'minibatch_size': 180, 'n': 7500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_180_7500
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Timings: Avg: 37.321666666666665, Max: 45.910000000000004, Min: 33.32
Passed tests : 30
Failed tests : 0
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.321666666666665, Max: 45.910000000000004, Min: 33.32
Probability of fail : 0.0
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Runtime: 37.321666666666665
Score: 37.321666666666665
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
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Optimization Iteration: 20
Running with params: {'minibatch_size': 210, 'n': 2700}
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Timings: Avg: 36.14633333333333, Max: 45.2, Min: 32.35
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.14633333333333, Max: 45.2, Min: 32.35
Probability of fail : 0.0
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Runtime: 36.14633333333333
Score: 36.14633333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 21
Running with params: {'minibatch_size': 280, 'n': 700}
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Timings: Avg: 35.639, Max: 44.660000000000004, Min: 31.6
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.639, Max: 44.660000000000004, Min: 31.6
Probability of fail : 0.0
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Runtime: 35.639
Score: 35.639
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 22
Running with params: {'minibatch_size': 100, 'n': 600}
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Timings: Avg: 35.39633333333334, Max: 44.39, Min: 31.92
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.39633333333334, Max: 44.39, Min: 31.92
Probability of fail : 0.0
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Runtime: 35.39633333333334
Score: 35.39633333333334
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 23
Running with params: {'minibatch_size': 280, 'n': 100}
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Timings: Avg: 35.79766666666667, Max: 47.35, Min: 31.380000000000003
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.79766666666667, Max: 47.35, Min: 31.380000000000003
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 35.79766666666667
Score: 35.79766666666667
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 24
Running with params: {'minibatch_size': 140, 'n': 100}
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Timings: Avg: 36.27033333333334, Max: 46.77, Min: 31.52
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.27033333333334, Max: 46.77, Min: 31.52
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.27033333333334
Score: 36.27033333333334
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 25
Running with params: {'minibatch_size': 230, 'n': 200}
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Timings: Avg: 36.715, Max: 45.13, Min: 31.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.715, Max: 45.13, Min: 31.58
Probability of fail : 0.0
All-Passed: True
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Runtime: 36.715
Score: 36.715
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 26
Running with params: {'minibatch_size': 310, 'n': 1900}
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Timings: Avg: 37.038999999999994, Max: 46.03, Min: 32.65
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.038999999999994, Max: 46.03, Min: 32.65
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 37.038999999999994
Score: 37.038999999999994
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 27
Running with params: {'minibatch_size': 250, 'n': 900}
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Timings: Avg: 36.78733333333333, Max: 45.18000000000001, Min: 32.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.78733333333333, Max: 45.18000000000001, Min: 32.58
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.78733333333333
Score: 36.78733333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 28
Running with params: {'minibatch_size': 120, 'n': 500}
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Timings: Avg: 37.498000000000005, Max: 48.46, Min: 32.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.498000000000005, Max: 48.46, Min: 32.58
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.498000000000005
Score: 37.498000000000005
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 29
Running with params: {'minibatch_size': 150, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_150_200
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Timings: Avg: 37.116, Max: 47.21, Min: 32.6
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.116, Max: 47.21, Min: 32.6
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.116
Score: 37.116
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 30
Running with params: {'minibatch_size': 200, 'n': 2100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_200_2100
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Timings: Avg: 38.736666666666665, Max: 52.18, Min: 33.42
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 38.736666666666665, Max: 52.18, Min: 33.42
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.736666666666665
Score: 38.736666666666665
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 31
Running with params: {'minibatch_size': 490, 'n': 400}
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Timings: Avg: 37.440999999999995, Max: 48.09, Min: 32.58
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.440999999999995, Max: 48.09, Min: 32.58
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.440999999999995
Score: 37.440999999999995
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 32
Running with params: {'minibatch_size': 250, 'n': 1000}
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Timings: Avg: 36.95233333333333, Max: 46.839999999999996, Min: 32.92
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.95233333333333, Max: 46.839999999999996, Min: 32.92
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.95233333333333
Score: 36.95233333333333
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 33
Running with params: {'minibatch_size': 320, 'n': 200}
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Timings: Avg: 37.843333333333334, Max: 47.3, Min: 32.46
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 37.843333333333334, Max: 47.3, Min: 32.46
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 37.843333333333334
Score: 37.843333333333334
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 34
Running with params: {'minibatch_size': 190, 'n': 10000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_190_10000
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Timings: Avg: 40.577000000000005, Max: 52.169999999999995, Min: 34.66
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 40.577000000000005, Max: 52.169999999999995, Min: 34.66
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 40.577000000000005
Score: 40.577000000000005
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 35
Running with params: {'minibatch_size': 110, 'n': 4000}
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Timings: Avg: 38.29666666666666, Max: 47.03, Min: 33.21
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 38.29666666666666, Max: 47.03, Min: 33.21
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.29666666666666
Score: 38.29666666666666
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 36
Running with params: {'minibatch_size': 220, 'n': 43500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_220_43500
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Timings: Avg: 51.866666666666674, Max: 64.54, Min: 44.13
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 51.866666666666674, Max: 64.54, Min: 44.13
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 51.866666666666674
Score: 51.866666666666674
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Optimization Iteration: 37
Running with params: {'minibatch_size': 240, 'n': 2500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597827747/assert_68766445_240_2500
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Timings: Avg: 38.221333333333334, Max: 47.800000000000004, Min: 32.82
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 38.221333333333334, Max: 47.800000000000004, Min: 32.82
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 38.221333333333334
Score: 38.221333333333334
Best-score: 32.342666666666666
Best-param: {'minibatch_size': 110, 'n': 600}
Upto iteration 100: {'minibatch_size': 110.0, 'n': 600.0}
Breaking...
{'minibatch_size': 110.0, 'n': 600.0}
Best score: 32.342666666666666
Repeated params: 0
Trials: 38
Best param {'minibatch_size': 110.0, 'n': 600.0}
Reduction: 35.364651336299936%
Speedup: 1.547141031454838x
Optimizer time: 12789.35478568077
