Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_batch_svgp_gp_regression.py
ClassName: TestSVGPRegression
Testname: test_regression_error
Params: param1,68,47,ParamType.ITER,25
param2,76,23,ParamType.ITER,180
Assertion: self.assertLess(mean_abs_error2.item(), 1e-1)
Original runtime: 2.512
Optimization Iteration: 1
Running with params: {'param1': 0, 'param2': 40}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_40
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8770000000000002, 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_1596575803/assert_20430678_10_20
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Timings: Avg: 1.0273333333333334, Max: 1.23, Min: 0.28
Passed tests : 0
Failed tests : 30
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All-Passed: False
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 3
Running with params: {'param1': 0, 'param2': 80}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_80
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Timings: Avg: 0.8766666666666667, Max: 1.09, 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: 4
Running with params: {'param1': 0, 'param2': 50}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_50
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Timings: Avg: 0.8746666666666668, Max: 1.09, Min: 0.27
Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 5
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Optimization Iteration: 6
Running with params: {'param1': 0, 'param2': 140}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_140
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Timings: Avg: 0.8803333333333333, 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: 3.4028234663852886e+38
Best-param: None
Optimization Iteration: 7
Running with params: {'param1': 20, 'param2': 150}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_150
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Timings: Avg: 2.011666666666667, Max: 2.54, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 2.011666666666667, Max: 2.54, 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: 2.011666666666667
Score: 2.011666666666667
Best-score: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 8
Running with params: {'param1': 0, 'param2': 140}
Optimization Iteration: 9
Running with params: {'param1': 10, 'param2': 40}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_40
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Timings: Avg: 1.1796666666666669, Max: 1.51, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 10
Running with params: {'param1': 10, 'param2': 70}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_70
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Timings: Avg: 1.4020000000000008, Max: 1.8399999999999999, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 11
Running with params: {'param1': 10, 'param2': 30}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_30
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Timings: Avg: 1.1013333333333335, Max: 1.4000000000000001, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 12
Running with params: {'param1': 10, 'param2': 50}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_50
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Timings: Avg: 1.2556666666666672, Max: 1.6, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 13
Running with params: {'param1': 0, 'param2': 150}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_150
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8773333333333333, Max: 1.09, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 14
Running with params: {'param1': 0, 'param2': 120}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_120
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Timings: Avg: 0.8870000000000001, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 15
Running with params: {'param1': 0, 'param2': 20}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_20
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8763333333333333, Max: 1.1, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 16
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Optimization Iteration: 17
Running with params: {'param1': 0, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8773333333333336, Max: 1.1, 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: 2.011666666666667
Best-param: {'param1': 20, 'param2': 150}
Optimization Iteration: 18
Running with params: {'param1': 0, 'param2': 110}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_110
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Convergence score: 0.0
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.821666666666667, Max: 2.31, Min: 0.26
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Runtime: 1.821666666666667
Score: 1.821666666666667
Best-score: 1.821666666666667
Best-param: {'param1': 10, 'param2': 130}
Optimization Iteration: 33
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_60
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Failed tests : 30
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Score: 3.4028234663852886e+38
Best-score: 1.821666666666667
Best-param: {'param1': 10, 'param2': 130}
Optimization Iteration: 34
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_120
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Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.746, Max: 2.17, Min: 0.26
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Runtime: 1.746
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Best-score: 1.746
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Optimization Iteration: 35
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_110
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Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.6586666666666672, Max: 2.04, Min: 0.27
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.6586666666666672
Score: 1.6586666666666672
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 36
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_100
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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: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 37
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Optimization Iteration: 38
Running with params: {'param1': 10, 'param2': 80}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_80
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Passed tests : 0
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6586666666666672
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_90
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Failed tests : 30
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Score: 3.4028234663852886e+38
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 43
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_10_140
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Timings: Avg: 1.8923333333333339, Max: 2.37, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.8923333333333339, Max: 2.37, Min: 0.27
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Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_50
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Failed tests : 30
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_40
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Timings: Avg: 1.1823333333333337, Max: 1.51, Min: 0.27
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Score: 3.4028234663852886e+38
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_0_60
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Timings: Avg: 0.8750000000000001, Max: 1.09, Min: 0.27
Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_120
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Timings: Avg: 1.764666666666667, Max: 2.18, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.764666666666667, Max: 2.18, Min: 0.27
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All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.764666666666667
Score: 1.764666666666667
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 65
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_110
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Timings: Avg: 1.6930000000000005, Max: 2.11, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.6930000000000005, Max: 2.11, Min: 0.27
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Runtime: 1.6930000000000005
Score: 1.6930000000000005
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 73
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_130
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Timings: Avg: 1.8586666666666671, Max: 2.3600000000000003, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.8586666666666671, Max: 2.3600000000000003, Min: 0.27
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.8586666666666671
Score: 1.8586666666666671
Best-score: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 88
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596575803/assert_20430678_20_60
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.342666666666667, Max: 1.6400000000000001, 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: 1.6586666666666672
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 92
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Upto iteration 100: {'param1': 10.0, 'param2': 110.0}
Breaking...
{'param1': 10.0, 'param2': 110.0}
Best score: 1.6586666666666672
Repeated params: 59
Trials: 101
Best param {'param1': 10.0, 'param2': 110.0}
Reduction: 33.97027600849255%
Optimizer time: 207.0138556957245
