Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_spectral_mixture_gp_regression.py
ClassName: TestSpectralMixtureGPRegression
Testname: test_spectral_mixture_gp_mean_abs_error
Params: param2,78,23,ParamType.ITER,300
Assertion: self.assertLess(mean_abs_error.squeeze().item(), 0.2)
Original runtime: 1.9560000000000002
Optimization Iteration: 1
Running with params: {'param2': 160}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_160
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Timings: Avg: 1.570666666666667, Max: 1.95, Min: 0.27
Passed tests : 0
Failed tests : 30
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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: 2
Running with params: {'param2': 240}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_240
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Timings: Avg: 1.7590000000000006, Max: 2.2, Min: 0.27
Passed tests : 0
Failed tests : 30
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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: {'param2': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_200
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Timings: Avg: 1.6706666666666665, Max: 2.08, Min: 0.27
Passed tests : 0
Failed tests : 30
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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: {'param2': 220}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_220
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Passed tests : 0
Failed tests : 30
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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: {'param2': 180}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_180
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Timings: Avg: 1.621666666666667, Max: 2.02, Min: 0.27
Passed tests : 0
Failed tests : 30
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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: {'param2': 170}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_170
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Timings: Avg: 1.5993333333333333, Max: 1.99, Min: 0.26
Passed tests : 0
Failed tests : 30
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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: {'param2': 210}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_210
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Timings: Avg: 1.6856666666666669, Max: 2.07, Min: 0.27
Passed tests : 0
Failed tests : 30
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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: {'param2': 170}
Optimization Iteration: 9
Running with params: {'param2': 270}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_270
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.7723333333333338, Max: 2.25, Min: 0.27
Passed tests : 20
Failed tests : 10
Converged: False
Convergence score: 3.8732047954364734
Continuing to next batch...
Evaluating 24 values out of 30
Overall-timings: Avg: 1.7723333333333338, Max: 2.25, Min: 0.27
Choosing distribution: expon
Probability of fail (non-zero): 0.18340999142256165
Exceeding max probability of failure: 0.18340999142256165
All-Passed: False
Probabilty of failure: 0.18340999142256165
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 10
Running with params: {'param2': 170}
Optimization Iteration: 11
Running with params: {'param2': 290}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_290
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.8216666666666668, Max: 2.3000000000000003, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: False
Convergence score: 9.33892142895946
Continuing to next batch...
Evaluating 24 values out of 30
Overall-timings: Avg: 1.8216666666666668, Max: 2.3000000000000003, Min: 0.26
Choosing distribution: t
Probability of fail (non-zero): 0.0003748398853334889
All-Passed: True
Probabilty of failure: 0.0003748398853334889
Runtime: 1.8216666666666668
Score: 1.8216666666666668
Best-score: 1.8216666666666668
Best-param: {'param2': 290}
Optimization Iteration: 12
Running with params: {'param2': 280}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_280
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Timings: Avg: 1.7870000000000001, Max: 2.22, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.5991299054607874
Evaluating 24 values out of 30
Overall-timings: Avg: 1.7870000000000001, Max: 2.22, Min: 0.27
Choosing distribution: expon
Probability of fail (non-zero): 2.483211390169604e-05
All-Passed: True
Probabilty of failure: 2.483211390169604e-05
Runtime: 1.7870000000000001
Score: 1.7870000000000001
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 13
Running with params: {'param2': 120}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_120
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Timings: Avg: 1.4800000000000002, Max: 1.82, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 14
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Optimization Iteration: 15
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Optimization Iteration: 16
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_100
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Timings: Avg: 1.4330000000000005, Max: 1.77, Min: 0.27
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 17
Running with params: {'param2': 260}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_260
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Timings: Avg: 1.800666666666667, Max: 2.2600000000000002, Min: 0.27
Passed tests : 1
Failed tests : 29
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 18
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Optimization Iteration: 19
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_140
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.5253333333333337, Max: 1.87, Min: 0.26
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 20
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Optimization Iteration: 23
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Optimization Iteration: 24
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_230
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.7350000000000003, Max: 2.1599999999999997, Min: 0.27
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 25
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Higher iteration... returning...
Optimization Iteration: 26
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_250
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Timings: Avg: 1.7756666666666672, Max: 2.22, Min: 0.27
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 27
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Optimization Iteration: 28
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Optimization Iteration: 29
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_150
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Timings: Avg: 1.5553333333333337, Max: 1.9600000000000002, Min: 0.27
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 30
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Optimization Iteration: 31
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_190
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Timings: Avg: 1.635666666666667, Max: 2.04, Min: 0.27
Passed tests : 0
Failed tests : 30
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All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 32
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Optimization Iteration: 43
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_130
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Timings: Avg: 1.5023333333333335, Max: 1.84, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 44
Running with params: {'param2': 160}
Optimization Iteration: 45
Running with params: {'param2': 280}
Optimization Iteration: 46
Running with params: {'param2': 110}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576414/assert_52247522_110
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.4600000000000004, Max: 1.8399999999999999, Min: 0.26
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.7870000000000001
Best-param: {'param2': 280}
Optimization Iteration: 47
Running with params: {'param2': 180}
Optimization Iteration: 48
Running with params: {'param2': 200}
Optimization Iteration: 49
Running with params: {'param2': 250}
Optimization Iteration: 50
Running with params: {'param2': 270}
Upto iteration 50: {'param2': 280.0}
Optimization Iteration: 51
Running with params: {'param2': 290}
Optimization Iteration: 52
Running with params: {'param2': 220}
Optimization Iteration: 53
Running with params: {'param2': 180}
Optimization Iteration: 54
Running with params: {'param2': 160}
Optimization Iteration: 55
Running with params: {'param2': 240}
Optimization Iteration: 56
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Optimization Iteration: 57
Running with params: {'param2': 290}
Optimization Iteration: 58
Running with params: {'param2': 260}
Optimization Iteration: 59
Running with params: {'param2': 110}
Optimization Iteration: 60
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Optimization Iteration: 61
Running with params: {'param2': 190}
Optimization Iteration: 62
Running with params: {'param2': 240}
Optimization Iteration: 63
Running with params: {'param2': 300}
Higher iteration... returning...
Optimization Iteration: 64
Running with params: {'param2': 280}
Optimization Iteration: 65
Running with params: {'param2': 270}
Optimization Iteration: 66
Running with params: {'param2': 280}
Optimization Iteration: 67
Running with params: {'param2': 290}
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Running with params: {'param2': 250}
Optimization Iteration: 69
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Optimization Iteration: 70
Running with params: {'param2': 230}
Optimization Iteration: 71
Running with params: {'param2': 240}
Optimization Iteration: 72
Running with params: {'param2': 220}
Optimization Iteration: 73
Running with params: {'param2': 270}
Optimization Iteration: 74
Running with params: {'param2': 290}
Optimization Iteration: 75
Running with params: {'param2': 250}
Optimization Iteration: 76
Running with params: {'param2': 280}
Optimization Iteration: 77
Running with params: {'param2': 200}
Optimization Iteration: 78
Running with params: {'param2': 230}
Optimization Iteration: 79
Running with params: {'param2': 300}
Higher iteration... returning...
Optimization Iteration: 80
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Optimization Iteration: 81
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Optimization Iteration: 82
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Running with params: {'param2': 280}
Optimization Iteration: 84
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Running with params: {'param2': 270}
Optimization Iteration: 86
Running with params: {'param2': 180}
Optimization Iteration: 87
Running with params: {'param2': 240}
Optimization Iteration: 88
Running with params: {'param2': 210}
Optimization Iteration: 89
Running with params: {'param2': 150}
Optimization Iteration: 90
Running with params: {'param2': 290}
Optimization Iteration: 91
Running with params: {'param2': 260}
Optimization Iteration: 92
Running with params: {'param2': 250}
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Running with params: {'param2': 170}
Optimization Iteration: 94
Running with params: {'param2': 220}
Optimization Iteration: 95
Running with params: {'param2': 190}
Optimization Iteration: 96
Running with params: {'param2': 280}
Optimization Iteration: 97
Running with params: {'param2': 300}
Higher iteration... returning...
Optimization Iteration: 98
Running with params: {'param2': 230}
Optimization Iteration: 99
Running with params: {'param2': 110}
Optimization Iteration: 100
Running with params: {'param2': 270}
Upto iteration 100: {'param2': 280.0}
Breaking...
{'param2': 280.0}
Best score: 1.7870000000000001
Repeated params: 74
Trials: 101
Best param {'param2': 280.0}
Reduction: 8.640081799591004%
Optimizer time: 124.87093901634216
