Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_batch_svgp_gp_regression.py
ClassName: TestSVGPRegression
Testname: test_regression_error_shared_inducing_locations
Params: param1,103,47,ParamType.ITER,25
param2,111,23,ParamType.ITER,200
Assertion: self.assertLess(mean_abs_error2.item(), 1e-1)
Original runtime: 2.74
Optimization Iteration: 1
Running with params: {'param1': 0, 'param2': 110}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_110
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8720000000000001, Max: 1.06, 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: {'param1': 10, 'param2': 20}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_20
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Timings: Avg: 1.0223333333333335, Max: 1.2200000000000002, 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: 3
Running with params: {'param1': 10, 'param2': 120}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_120
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Timings: Avg: 1.7310000000000005, Max: 2.14, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.7310000000000005, Max: 2.14, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.7310000000000005
Score: 1.7310000000000005
Best-score: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 4
Running with params: {'param1': 0, 'param2': 60}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_60
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Timings: Avg: 0.8743333333333336, Max: 1.04, Min: 0.28
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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 5
Running with params: {'param1': 10, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_10
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Timings: Avg: 0.9513333333333335, Max: 1.1800000000000002, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 6
Running with params: {'param1': 10, 'param2': 140}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_140
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.8856666666666668, Max: 2.35, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.8856666666666668, Max: 2.35, Min: 0.26
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.8856666666666668
Score: 1.8856666666666668
Best-score: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 7
Running with params: {'param1': 20, 'param2': 20}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_20
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Timings: Avg: 1.033, Max: 1.3, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 8
Running with params: {'param1': 20, 'param2': 20}
Optimization Iteration: 9
Running with params: {'param1': 0, 'param2': 30}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_30
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Timings: Avg: 0.8783333333333335, Max: 1.04, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 10
Running with params: {'param1': 10, 'param2': 30}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_30
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.098, Max: 1.3599999999999999, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 11
Running with params: {'param1': 0, 'param2': 180}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_180
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Timings: Avg: 0.8779999999999999, Max: 1.1, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 12
Running with params: {'param1': 10, 'param2': 80}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_80
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Timings: Avg: 1.4766666666666668, Max: 1.8199999999999998, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 13
Running with params: {'param1': 0, 'param2': 90}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_90
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Timings: Avg: 0.877, Max: 1.11, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 14
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Optimization Iteration: 15
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Optimization Iteration: 16
Running with params: {'param1': 0, 'param2': 130}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_130
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8843333333333334, Max: 1.09, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 17
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Optimization Iteration: 18
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Optimization Iteration: 19
Running with params: {'param1': 0, 'param2': 40}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_40
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8803333333333334, Max: 1.06, 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: 1.7310000000000005
Best-param: {'param1': 10, 'param2': 120}
Optimization Iteration: 20
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Optimization Iteration: 21
Running with params: {'param1': 10, 'param2': 190}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_190
Launching 30 jobs, 10 in parallel
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Timings: Avg: 2.264666666666666, Max: 2.8600000000000003, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.264666666666666, Max: 2.8600000000000003, Min: 0.27
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Probability of fail : 0.0
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Evaluating 24 values out of 30
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Evaluating 24 values out of 30
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Convergence score: 0.0
Evaluating 24 values out of 30
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Timings: Avg: 2.172333333333333, Max: 2.74, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.172333333333333, Max: 2.74, Min: 0.27
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Optimization Iteration: 36
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_50
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Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_70
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Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 40
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_120
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Timings: Avg: 1.7710000000000004, Max: 2.24, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.7710000000000004, Max: 2.24, Min: 0.27
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All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.7710000000000004
Score: 1.7710000000000004
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 41
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Optimization Iteration: 42
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_170
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Timings: Avg: 0.8853333333333335, Max: 1.12, Min: 0.26
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 43
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_40
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Evaluating 24 values out of 30
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Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_40
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_70
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_90
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Timings: Avg: 1.5620000000000005, Max: 1.9900000000000002, Min: 0.27
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_130
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Timings: Avg: 1.8253333333333335, Max: 2.2600000000000002, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.8253333333333335, Max: 2.2600000000000002, Min: 0.27
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All-Passed: True
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Runtime: 1.8253333333333335
Score: 1.8253333333333335
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 73
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_190
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Timings: Avg: 2.335333333333333, Max: 2.9699999999999998, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.335333333333333, Max: 2.9699999999999998, Min: 0.26
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All-Passed: True
Probabilty of failure: 0.0
Runtime: 2.335333333333333
Score: 2.335333333333333
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 77
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_160
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Timings: Avg: 2.087, Max: 2.6, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.087, Max: 2.6, Min: 0.27
Variance (0.0) too small, using delta distribution
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All-Passed: True
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Runtime: 2.087
Score: 2.087
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 78
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_90
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Timings: Avg: 1.5763333333333336, Max: 1.9500000000000002, 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: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 79
Running with params: {'param1': 20, 'param2': 110}
Optimization Iteration: 80
Running with params: {'param1': 10, 'param2': 60}
Optimization Iteration: 81
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Optimization Iteration: 82
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Optimization Iteration: 83
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Optimization Iteration: 84
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Optimization Iteration: 85
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Optimization Iteration: 86
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Optimization Iteration: 87
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Optimization Iteration: 88
Running with params: {'param1': 10, 'param2': 130}
Optimization Iteration: 89
Running with params: {'param1': 20, 'param2': 180}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_20_180
Launching 30 jobs, 10 in parallel
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Timings: Avg: 2.248666666666666, Max: 2.83, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.248666666666666, Max: 2.83, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 2.248666666666666
Score: 2.248666666666666
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 90
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Optimization Iteration: 91
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Optimization Iteration: 93
Running with params: {'param1': 20, 'param2': 110}
Optimization Iteration: 94
Running with params: {'param1': 0, 'param2': 80}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_0_80
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Timings: Avg: 0.8756666666666669, Max: 1.04, 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: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 95
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Optimization Iteration: 97
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Optimization Iteration: 98
Running with params: {'param1': 10, 'param2': 150}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576013/assert_88253429_10_150
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.9640000000000009, Max: 2.4499999999999997, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.9640000000000009, Max: 2.4499999999999997, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.9640000000000009
Score: 1.9640000000000009
Best-score: 1.6943333333333337
Best-param: {'param1': 20, 'param2': 110}
Optimization Iteration: 99
Running with params: {'param1': 20, 'param2': 110}
Optimization Iteration: 100
Running with params: {'param1': 0, 'param2': 40}
Upto iteration 100: {'param1': 20.0, 'param2': 110.0}
Breaking...
{'param1': 20.0, 'param2': 110.0}
Best score: 1.6943333333333337
Repeated params: 51
Trials: 101
Best param {'param1': 20.0, 'param2': 110.0}
Reduction: 38.16301703163016%
Optimizer time: 254.3720681667328
