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_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: 40.93600000000001
>>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_1597814789/assert_44854558_50000_500
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Timings: Avg: 45.794000000000004, Max: 52.17, Min: 40.18000000000001
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 45.794000000000004, Max: 52.17, Min: 40.18000000000001
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 45.794000000000004
Score: 45.794000000000004
Best-score: 45.794000000000004
Best-param: {'n': 50000, 'minibatch_size': 500}
>>Setting original runtime to 45.794000000000004
Optimization Iteration: 1
Running with params: {'minibatch_size': 130, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_130_200
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Timings: Avg: 27.752, Max: 35.57, Min: 24.53
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.752, Max: 35.57, Min: 24.53
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.752
Score: 27.752
Best-score: 27.752
Best-param: {'minibatch_size': 130, 'n': 200}
Optimization Iteration: 2
Running with params: {'minibatch_size': 180, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_180_200
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Timings: Avg: 27.74666666666667, Max: 34.56, Min: 24.369999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 27.74666666666667, Max: 34.56, Min: 24.369999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 27.74666666666667
Score: 27.74666666666667
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 3
Running with params: {'minibatch_size': 440, 'n': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_440_600
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Timings: Avg: 28.361, Max: 34.61, Min: 25.189999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 28.361, Max: 34.61, Min: 25.189999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 28.361
Score: 28.361
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 4
Running with params: {'minibatch_size': 320, 'n': 7100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_320_7100
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Timings: Avg: 30.492333333333328, Max: 39.55, Min: 26.53
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.492333333333328, Max: 39.55, Min: 26.53
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.492333333333328
Score: 30.492333333333328
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 5
Running with params: {'minibatch_size': 160, 'n': 5700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_160_5700
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Timings: Avg: 29.839333333333332, Max: 37.32, Min: 26.509999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.839333333333332, Max: 37.32, Min: 26.509999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.839333333333332
Score: 29.839333333333332
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 6
Running with params: {'minibatch_size': 340, 'n': 10000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_340_10000
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Timings: Avg: 31.681666666666665, Max: 43.75, Min: 28.14
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.681666666666665, Max: 43.75, Min: 28.14
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.681666666666665
Score: 31.681666666666665
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 7
Running with params: {'minibatch_size': 190, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_190_100
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Timings: Avg: 28.430999999999997, Max: 34.75, Min: 25.15
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 28.430999999999997, Max: 34.75, Min: 25.15
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 28.430999999999997
Score: 28.430999999999997
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 8
Running with params: {'minibatch_size': 160, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_160_200
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Timings: Avg: 29.385666666666665, Max: 36.89, Min: 25.080000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.385666666666665, Max: 36.89, Min: 25.080000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.385666666666665
Score: 29.385666666666665
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 9
Running with params: {'minibatch_size': 430, 'n': 4300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_430_4300
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Timings: Avg: 30.827999999999996, Max: 37.34, Min: 27.740000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.827999999999996, Max: 37.34, Min: 27.740000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.827999999999996
Score: 30.827999999999996
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 10
Running with params: {'minibatch_size': 280, 'n': 3000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_280_3000
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Timings: Avg: 30.620000000000008, Max: 36.589999999999996, Min: 27.08
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.620000000000008, Max: 36.589999999999996, Min: 27.08
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.620000000000008
Score: 30.620000000000008
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 11
Running with params: {'minibatch_size': 480, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_480_200
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Timings: Avg: 29.659000000000002, Max: 37.56, Min: 26.4
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 29.659000000000002, Max: 37.56, Min: 26.4
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 29.659000000000002
Score: 29.659000000000002
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 12
Running with params: {'minibatch_size': 390, 'n': 19300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_390_19300
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Timings: Avg: 36.33933333333333, Max: 45.629999999999995, Min: 32.2
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 36.33933333333333, Max: 45.629999999999995, Min: 32.2
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 36.33933333333333
Score: 36.33933333333333
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 13
Running with params: {'minibatch_size': 160, 'n': 2200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_160_2200
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Timings: Avg: 30.691, Max: 37.38, Min: 27.209999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.691, Max: 37.38, Min: 27.209999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.691
Score: 30.691
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 14
Running with params: {'minibatch_size': 120, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_120_300
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Timings: Avg: 30.13466666666666, Max: 36.79, Min: 26.720000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.13466666666666, Max: 36.79, Min: 26.720000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.13466666666666
Score: 30.13466666666666
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 15
Running with params: {'minibatch_size': 100, 'n': 23100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_100_23100
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Timings: Avg: 35.227, Max: 45.08, Min: 31.779999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 35.227, Max: 45.08, Min: 31.779999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 35.227
Score: 35.227
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 16
Running with params: {'minibatch_size': 110, 'n': 1800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_110_1800
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Timings: Avg: 30.451666666666668, Max: 38.33, Min: 27.21
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.451666666666668, Max: 38.33, Min: 27.21
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.451666666666668
Score: 30.451666666666668
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 17
Running with params: {'minibatch_size': 170, 'n': 42200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_170_42200
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Timings: Avg: 41.23500000000001, Max: 50.519999999999996, Min: 36.709999999999994
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 41.23500000000001, Max: 50.519999999999996, Min: 36.709999999999994
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 41.23500000000001
Score: 41.23500000000001
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 18
Running with params: {'minibatch_size': 190, 'n': 400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_190_400
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Timings: Avg: 30.619000000000007, Max: 37.17, Min: 27.32
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.619000000000007, Max: 37.17, Min: 27.32
Probability of fail : 0.0
All-Passed: True
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Runtime: 30.619000000000007
Score: 30.619000000000007
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 19
Running with params: {'minibatch_size': 360, 'n': 600}
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Timings: Avg: 30.95433333333333, Max: 41.61, Min: 27.17
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.95433333333333, Max: 41.61, Min: 27.17
Probability of fail : 0.0
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Runtime: 30.95433333333333
Score: 30.95433333333333
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 20
Running with params: {'minibatch_size': 130, 'n': 1300}
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Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.877, Max: 38.160000000000004, Min: 27.47
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 30.877
Score: 30.877
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
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Optimization Iteration: 21
Running with params: {'minibatch_size': 250, 'n': 1000}
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Timings: Avg: 31.038, Max: 38.86, Min: 27.299999999999997
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.038, Max: 38.86, Min: 27.299999999999997
Probability of fail : 0.0
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Runtime: 31.038
Score: 31.038
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 22
Running with params: {'minibatch_size': 130, 'n': 100}
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Timings: Avg: 31.132, Max: 38.660000000000004, Min: 27.29
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.132, Max: 38.660000000000004, Min: 27.29
Probability of fail : 0.0
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Runtime: 31.132
Score: 31.132
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 23
Running with params: {'minibatch_size': 220, 'n': 100}
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Timings: Avg: 30.980666666666668, Max: 41.03, Min: 27.270000000000003
Passed tests : 29
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Converged: True
Convergence score: 0.0
Evaluating 29 values out of 30
Overall-timings: Avg: 30.980666666666668, Max: 41.03, Min: 27.270000000000003
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Runtime: 30.980666666666668
Score: 30.980666666666668
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 24
Running with params: {'minibatch_size': 210, 'n': 200}
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Timings: Avg: 31.019333333333332, Max: 40.12, Min: 27.34
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.019333333333332, Max: 40.12, Min: 27.34
Probability of fail : 0.0
All-Passed: True
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Runtime: 31.019333333333332
Score: 31.019333333333332
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 25
Running with params: {'minibatch_size': 140, 'n': 800}
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Timings: Avg: 31.692666666666664, Max: 39.84, Min: 28.009999999999998
Passed tests : 29
Failed tests : 1
Converged: True
Convergence score: 0.0
Evaluating 29 values out of 30
Overall-timings: Avg: 31.692666666666664, Max: 39.84, Min: 28.009999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.692666666666664
Score: 31.692666666666664
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 26
Running with params: {'minibatch_size': 260, 'n': 400}
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Timings: Avg: 30.883999999999997, Max: 38.089999999999996, Min: 27.45
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 30.883999999999997, Max: 38.089999999999996, Min: 27.45
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 30.883999999999997
Score: 30.883999999999997
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 27
Running with params: {'minibatch_size': 100, 'n': 100}
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Timings: Avg: 31.48266666666667, Max: 38.61, Min: 27.76
Passed tests : 30
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Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.48266666666667, Max: 38.61, Min: 27.76
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.48266666666667
Score: 31.48266666666667
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 28
Running with params: {'minibatch_size': 140, 'n': 200}
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Timings: Avg: 31.076000000000004, Max: 40.25, Min: 27.740000000000002
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.076000000000004, Max: 40.25, Min: 27.740000000000002
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.076000000000004
Score: 31.076000000000004
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 29
Running with params: {'minibatch_size': 190, 'n': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_190_600
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Timings: Avg: 31.816333333333333, Max: 41.769999999999996, Min: 28.259999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.816333333333333, Max: 41.769999999999996, Min: 28.259999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.816333333333333
Score: 31.816333333333333
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 30
Running with params: {'minibatch_size': 110, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_110_300
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Timings: Avg: 31.482666666666667, Max: 39.14, Min: 27.84
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.482666666666667, Max: 39.14, Min: 27.84
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.482666666666667
Score: 31.482666666666667
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 31
Running with params: {'minibatch_size': 290, 'n': 1400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_290_1400
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Timings: Avg: 32.70666666666667, Max: 41.379999999999995, Min: 28.55
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.70666666666667, Max: 41.379999999999995, Min: 28.55
Probability of fail : 0.0
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Probabilty of failure: 0.0
Runtime: 32.70666666666667
Score: 32.70666666666667
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 32
Running with params: {'minibatch_size': 240, 'n': 100}
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Launching 30 jobs, 15 in parallel
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Timings: Avg: 31.81233333333333, Max: 42.48, Min: 27.85
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.81233333333333, Max: 42.48, Min: 27.85
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.81233333333333
Score: 31.81233333333333
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 33
Running with params: {'minibatch_size': 150, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_150_300
Launching 30 jobs, 15 in parallel
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Timings: Avg: 31.71833333333333, Max: 39.52, Min: 27.91
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 31.71833333333333, Max: 39.52, Min: 27.91
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 31.71833333333333
Score: 31.71833333333333
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 34
Running with params: {'minibatch_size': 180, 'n': 9200}
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Launching 30 jobs, 15 in parallel
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Timings: Avg: 34.538999999999994, Max: 43.699999999999996, Min: 30.799999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 34.538999999999994, Max: 43.699999999999996, Min: 30.799999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 34.538999999999994
Score: 34.538999999999994
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 35
Running with params: {'minibatch_size': 210, 'n': 3200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_210_3200
Launching 30 jobs, 15 in parallel
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Timings: Avg: 32.756, Max: 40.95, Min: 29.11
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.756, Max: 40.95, Min: 29.11
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.756
Score: 32.756
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 36
Running with params: {'minibatch_size': 120, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_120_100
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Timings: Avg: 32.071666666666665, Max: 42.26, Min: 28.299999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.071666666666665, Max: 42.26, Min: 28.299999999999997
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.071666666666665
Score: 32.071666666666665
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 37
Running with params: {'minibatch_size': 150, 'n': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_150_600
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Timings: Avg: 32.57666666666667, Max: 41.870000000000005, Min: 28.97
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.57666666666667, Max: 41.870000000000005, Min: 28.97
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.57666666666667
Score: 32.57666666666667
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 38
Running with params: {'minibatch_size': 170, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_170_200
Launching 30 jobs, 15 in parallel
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Timings: Avg: 32.309999999999995, Max: 42.089999999999996, Min: 28.74
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.309999999999995, Max: 42.089999999999996, Min: 28.74
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.309999999999995
Score: 32.309999999999995
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 39
Running with params: {'minibatch_size': 320, 'n': 4500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_320_4500
Launching 30 jobs, 15 in parallel
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Timings: Avg: 33.961333333333336, Max: 41.55, Min: 30.009999999999998
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 33.961333333333336, Max: 41.55, Min: 30.009999999999998
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 33.961333333333336
Score: 33.961333333333336
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Optimization Iteration: 40
Running with params: {'minibatch_size': 110, 'n': 400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597814789/assert_44854558_110_400
Launching 30 jobs, 15 in parallel
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Timings: Avg: 32.321000000000005, Max: 40.32, Min: 28.52
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 32.321000000000005, Max: 40.32, Min: 28.52
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 32.321000000000005
Score: 32.321000000000005
Best-score: 27.74666666666667
Best-param: {'minibatch_size': 180, 'n': 200}
Upto iteration 100: {'minibatch_size': 180.0, 'n': 200.0}
Breaking...
{'minibatch_size': 180.0, 'n': 200.0}
Best score: 27.74666666666667
Repeated params: 0
Trials: 41
Best param {'minibatch_size': 180.0, 'n': 200.0}
Reduction: 39.409820791661204%
Speedup: 1.6504324843825084x
Optimizer time: 12765.219737052917
