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: 33.784
>>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_1597795426/assert_56874220_50000_500
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Timings: Avg: 35.847, Max: 44.27, Min: 32.58
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 35.847, Max: 44.27, Min: 32.58
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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
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Optimization Iteration: 2
Running with params: {'minibatch_size': 120, 'n': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_120_200
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Timings: Avg: 19.232000000000006, Max: 23.47, Min: 17.419999999999998
Passed tests : 21
Failed tests : 9
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 19.232000000000006, Max: 23.47, Min: 17.419999999999998
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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
Optimization Iteration: 3
Running with params: {'minibatch_size': 230, 'n': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_230_100
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Timings: Avg: 19.399666666666672, Max: 23.9, Min: 16.86
Passed tests : 19
Failed tests : 11
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 19.399666666666672, Max: 23.9, Min: 16.86
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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
Optimization Iteration: 4
Running with params: {'minibatch_size': 180, 'n': 3000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_180_3000
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Timings: Avg: 20.112666666666666, Max: 24.8, Min: 16.5
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 20.112666666666666, Max: 24.8, Min: 16.5
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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
Optimization Iteration: 5
Running with params: {'minibatch_size': 190, 'n': 32000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_190_32000
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Timings: Avg: 27.79866666666667, Max: 35.2, Min: 24.79
Passed tests : 26
Failed tests : 4
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 27.79866666666667, Max: 35.2, Min: 24.79
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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
Optimization Iteration: 6
Running with params: {'minibatch_size': 130, 'n': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_130_1100
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Timings: Avg: 19.59033333333333, Max: 24.189999999999998, Min: 17.580000000000002
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 19.59033333333333, Max: 24.189999999999998, Min: 17.580000000000002
No Samples!!
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
Optimization Iteration: 7
Running with params: {'minibatch_size': 200, 'n': 2700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_200_2700
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Timings: Avg: 20.327333333333335, Max: 26.18, Min: 18.11
Passed tests : 27
Failed tests : 3
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 20.327333333333335, Max: 26.18, Min: 18.11
No Samples!!
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
Optimization Iteration: 8
Running with params: {'minibatch_size': 490, 'n': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_490_1100
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Timings: Avg: 20.180333333333333, Max: 25.49, Min: 17.69
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 20.180333333333333, Max: 25.49, Min: 17.69
No Samples!!
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
Optimization Iteration: 9
Running with params: {'minibatch_size': 110, 'n': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_110_300
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Timings: Avg: 19.812666666666665, Max: 24.27, Min: 17.509999999999998
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 19.812666666666665, Max: 24.27, Min: 17.509999999999998
No Samples!!
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
Optimization Iteration: 10
Running with params: {'minibatch_size': 420, 'n': 7800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_420_7800
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Timings: Avg: 22.608333333333338, Max: 29.2, Min: 20.12
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 22.608333333333338, Max: 29.2, Min: 20.12
No Samples!!
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
Optimization Iteration: 11
Running with params: {'minibatch_size': 110, 'n': 300}
Optimization Iteration: 12
Running with params: {'minibatch_size': 380, 'n': 7300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_380_7300
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Timings: Avg: 22.33833333333333, Max: 26.48, Min: 19.560000000000002
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 22.33833333333333, Max: 26.48, Min: 19.560000000000002
No Samples!!
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
Optimization Iteration: 13
Running with params: {'minibatch_size': 140, 'n': 45200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_140_45200
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Timings: Avg: 30.879, Max: 40.83, Min: 18.43
Passed tests : 23
Failed tests : 7
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 30.879, Max: 40.83, Min: 18.43
No Samples!!
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
Optimization Iteration: 14
Running with params: {'minibatch_size': 180, 'n': 400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_180_400
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Timings: Avg: 20.171333333333337, Max: 25.0, Min: 17.87
Passed tests : 25
Failed tests : 5
Converged: True
Convergence score: 0.0
Evaluating 0 values out of 30
Overall-timings: Avg: 20.171333333333337, Max: 25.0, Min: 17.87
No Samples!!
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
Optimization Iteration: 15
Running with params: {'minibatch_size': 110, 'n': 10400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_110_10400
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Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 16
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_290_28900
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_320_300
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Best-param: None
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_210_8900
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Best-param: None
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_190_10500
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_140_7400
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Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 21
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_340_900
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Best-param: None
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_260_14500
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Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 23
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_140_100
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Converged: True
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 24
Running with params: {'minibatch_size': 360, 'n': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_360_600
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Converged: True
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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
Optimization Iteration: 25
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597760059_pymc-learn/run_1597795426/assert_56874220_250_18400
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Passed tests : 22
Failed tests : 8
Converged: True
Convergence score: 0.0
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Overall-timings: Avg: 27.136666666666667, Max: 34.35, Min: 24.2
No Samples!!
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
Exception>>>
Traceback (most recent call last):
  File "optimizer.py", line 65, in run_optimizer
    result, trialsobj = bayesopt.sample()
  File "/home/jselvam2/projects/research/borntobeflaky/tool/src/strategy/bayesopt.py", line 143, in sample
    verbose=True, timeout=6000)
  File "/home/jselvam2/anaconda3/lib/python3.7/site-packages/hyperopt/fmin.py", line 482, in fmin
    show_progressbar=show_progressbar,
  File "/home/jselvam2/anaconda3/lib/python3.7/site-packages/hyperopt/base.py", line 686, in fmin
    show_progressbar=show_progressbar,
  File "/home/jselvam2/anaconda3/lib/python3.7/site-packages/hyperopt/fmin.py", line 516, in fmin
    return trials.argmin
  File "/home/jselvam2/anaconda3/lib/python3.7/site-packages/hyperopt/base.py", line 622, in argmin
    best_trial = self.best_trial
  File "/home/jselvam2/anaconda3/lib/python3.7/site-packages/hyperopt/base.py", line 613, in best_trial
    raise AllTrialsFailed
hyperopt.exceptions.AllTrialsFailed

Optimizer time: 6395.933689117432
