Repo: pymc-learn
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/pymc-learn/pmlearn/linear_model/tests/test_logistic.py
ClassName: TestHierarchicalLogisticRegressionFit
Testname: test_advi_fit_returns_correct_model
Params: n,76,67,ParamType.ITER,50000
minibatch_size,76,41,ParamType.ITER,500
Assertion: npt.assert_equal(np.sign(self.alphas),np.sign(self.advi_hlr.trace['alpha'].mean(axis=0)))
Original runtime: 54.272
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'n': 50000, 'minibatch_size': 500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_50000_500
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Timings: Avg: 56.24633333333333, Max: 64.94, Min: 53.95
Passed tests : 22
Failed tests : 8
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 56.24633333333333, Max: 64.94, Min: 53.95
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Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
>>>!!Warning: Allowing update probability!!<<
Updating probability of failure to: 1.0
>>Setting original runtime to 56.24633333333333
Optimization Iteration: 1
Running with params: {'minibatch_size': 140, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_140_100
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Timings: Avg: 39.68066666666667, Max: 42.91, Min: 37.47
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 39.68066666666667, Max: 42.91, Min: 37.47
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 39.68066666666667
Score: 39.68066666666667
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 2
Running with params: {'minibatch_size': 230, 'n': 23100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_230_23100
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Timings: Avg: 46.66266666666666, Max: 54.57, Min: 44.34
Passed tests : 27
Failed tests : 3
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 46.66266666666666, Max: 54.57, Min: 44.34
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 46.66266666666666
Score: 46.66266666666666
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 3
Running with params: {'minibatch_size': 220, 'n': 700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_220_700
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Timings: Avg: 39.875, Max: 45.51, Min: 33.23
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 39.875, Max: 45.51, Min: 33.23
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 39.875
Score: 39.875
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 4
Running with params: {'minibatch_size': 260, 'n': 1600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_260_1600
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Timings: Avg: 40.88266666666665, Max: 46.269999999999996, Min: 35.05
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 40.88266666666665, Max: 46.269999999999996, Min: 35.05
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Runtime: 40.88266666666665
Score: 40.88266666666665
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 5
Running with params: {'minibatch_size': 210, 'n': 2900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_210_2900
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Timings: Avg: 40.358666666666664, Max: 46.82, Min: 32.03
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 40.358666666666664, Max: 46.82, Min: 32.03
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 40.358666666666664
Score: 40.358666666666664
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 6
Running with params: {'minibatch_size': 130, 'n': 17500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_130_17500
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Timings: Avg: 45.82133333333333, Max: 52.769999999999996, Min: 42.67999999999999
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 45.82133333333333, Max: 52.769999999999996, Min: 42.67999999999999
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 45.82133333333333
Score: 45.82133333333333
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 7
Running with params: {'minibatch_size': 240, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_240_300
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Timings: Avg: 40.53066666666667, Max: 43.25, Min: 37.489999999999995
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 40.53066666666667, Max: 43.25, Min: 37.489999999999995
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Probabilty of failure: 1.0
Runtime: 40.53066666666667
Score: 40.53066666666667
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 8
Running with params: {'minibatch_size': 170, 'n': 4300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_170_4300
Launching 30 jobs, 10 in parallel
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Timings: Avg: 41.607000000000006, Max: 49.28, Min: 39.43000000000001
Passed tests : 23
Failed tests : 7
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 41.607000000000006, Max: 49.28, Min: 39.43000000000001
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 41.607000000000006
Score: 41.607000000000006
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 9
Running with params: {'minibatch_size': 410, 'n': 1000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_410_1000
Launching 30 jobs, 10 in parallel
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Timings: Avg: 40.412666666666674, Max: 43.26, Min: 38.89
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 40.412666666666674, Max: 43.26, Min: 38.89
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 40.412666666666674
Score: 40.412666666666674
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 10
Running with params: {'minibatch_size': 170, 'n': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_170_1100
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Timings: Avg: 41.406, Max: 46.519999999999996, Min: 38.93
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 41.406, Max: 46.519999999999996, Min: 38.93
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 41.406
Score: 41.406
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 11
Running with params: {'minibatch_size': 330, 'n': 2800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_330_2800
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Timings: Avg: 41.446999999999996, Max: 45.739999999999995, Min: 39.339999999999996
Passed tests : 28
Failed tests : 2
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 41.446999999999996, Max: 45.739999999999995, Min: 39.339999999999996
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 41.446999999999996
Score: 41.446999999999996
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 12
Running with params: {'minibatch_size': 450, 'n': 44600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_450_44600
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Timings: Avg: 56.50466666666667, Max: 72.01, Min: 52.190000000000005
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 56.50466666666667, Max: 72.01, Min: 52.190000000000005
No Samples!!
All-Passed: True
Probabilty of failure: 1.0
Runtime: 56.50466666666667
Score: 56.50466666666667
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 13
Running with params: {'minibatch_size': 130, 'n': 2400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_130_2400
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Optimization Iteration: 14
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Optimization Iteration: 16
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Optimization Iteration: 18
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Failed tests : 5
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Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 19
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_230_2600
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Failed tests : 8
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Optimization Iteration: 20
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_130_300
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Failed tests : 7
Converged: True
Convergence score: 0.0
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Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 21
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_290_100
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Passed tests : 22
Failed tests : 8
Converged: True
Convergence score: 0.0
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Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 22
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_100_100
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Timings: Avg: 41.907666666666664, Max: 48.209999999999994, Min: 33.03
Passed tests : 21
Failed tests : 9
Converged: True
Convergence score: 0.0
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Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 23
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_180_300
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Timings: Avg: 42.73266666666667, Max: 52.120000000000005, Min: 32.04
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
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Runtime: 42.73266666666667
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Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 24
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_110_600
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Timings: Avg: 42.739, Max: 48.68, Min: 39.42
Passed tests : 23
Failed tests : 7
Converged: True
Convergence score: 0.0
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Probabilty of failure: 1.0
Runtime: 42.739
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Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 25
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_190_200
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Timings: Avg: 41.76800000000001, Max: 44.910000000000004, Min: 39.47
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 41.76800000000001, Max: 44.910000000000004, Min: 39.47
No Samples!!
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Probabilty of failure: 1.0
Runtime: 41.76800000000001
Score: 41.76800000000001
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 26
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_160_600
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Timings: Avg: 41.983333333333334, Max: 46.7, Min: 40.22
Passed tests : 23
Failed tests : 7
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 41.983333333333334, Max: 46.7, Min: 40.22
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 41.983333333333334
Score: 41.983333333333334
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 27
Running with params: {'minibatch_size': 280, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_280_100
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Timings: Avg: 43.092333333333336, Max: 52.01, Min: 39.54
Passed tests : 18
Failed tests : 12
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 43.092333333333336, Max: 52.01, Min: 39.54
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 43.092333333333336
Score: 43.092333333333336
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 28
Running with params: {'minibatch_size': 200, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_200_200
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Timings: Avg: 42.32866666666666, Max: 48.51, Min: 34.41
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 42.32866666666666, Max: 48.51, Min: 34.41
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Probabilty of failure: 1.0
Runtime: 42.32866666666666
Score: 42.32866666666666
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 29
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Optimization Iteration: 30
Running with params: {'minibatch_size': 150, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_150_200
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Timings: Avg: 43.13766666666666, Max: 46.83, Min: 40.71
Passed tests : 23
Failed tests : 7
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 43.13766666666666, Max: 46.83, Min: 40.71
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Probabilty of failure: 1.0
Runtime: 43.13766666666666
Score: 43.13766666666666
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Optimization Iteration: 31
Running with params: {'minibatch_size': 320, 'n': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597930857_pymc-learn/run_1597938252/assert_56874220_320_1100
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Timings: Avg: 42.82333333333333, Max: 46.21, Min: 40.76
Passed tests : 22
Failed tests : 8
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 42.82333333333333, Max: 46.21, Min: 40.76
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All-Passed: True
Probabilty of failure: 1.0
Runtime: 42.82333333333333
Score: 42.82333333333333
Best-score: 39.68066666666667
Best-param: {'minibatch_size': 140, 'n': 100}
Upto iteration 100: {'minibatch_size': 140.0, 'n': 100.0}
Breaking...
{'minibatch_size': 140.0, 'n': 100.0}
Best score: 39.68066666666667
Repeated params: 1
Trials: 32
Best param {'minibatch_size': 140.0, 'n': 100.0}
Reduction: 29.451993907751024%
Speedup: 1.4174745047966264x
Optimizer time: 12808.139278411865
