Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_unwhitened_svgp_regression.py
ClassName: TestSVGPRegression
Testname: test_regression_error
Params: param1,53,57,ParamType.ITER,25
param2,66,27,ParamType.ITER,200
Assertion: self.assertLess(mean_abs_error.item(), 1e-1)
Original runtime: 1.956
Optimization Iteration: 1
Running with params: {'param1': 10, 'param2': 190}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_190
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.6990000000000005, Max: 2.09, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.6990000000000005, Max: 2.09, 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: 1.6990000000000005
Score: 1.6990000000000005
Best-score: 1.6990000000000005
Best-param: {'param1': 10, 'param2': 190}
Optimization Iteration: 2
Running with params: {'param1': 0, 'param2': 190}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_190
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Timings: Avg: 0.8686666666666666, Max: 1.08, 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: 1.6990000000000005
Best-param: {'param1': 10, 'param2': 190}
Optimization Iteration: 3
Running with params: {'param1': 0, 'param2': 170}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_170
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Timings: Avg: 0.8766666666666666, Max: 1.11, 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: 1.6990000000000005
Best-param: {'param1': 10, 'param2': 190}
Optimization Iteration: 4
Running with params: {'param1': 10, 'param2': 140}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_140
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Timings: Avg: 1.4780000000000006, Max: 1.8800000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.4780000000000006, Max: 1.8800000000000001, Min: 0.27
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.4780000000000006
Score: 1.4780000000000006
Best-score: 1.4780000000000006
Best-param: {'param1': 10, 'param2': 140}
Optimization Iteration: 5
Running with params: {'param1': 10, 'param2': 190}
Optimization Iteration: 6
Running with params: {'param1': 10, 'param2': 110}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_110
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Timings: Avg: 1.3303333333333336, Max: 1.6400000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.3303333333333336, Max: 1.6400000000000001, 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: 1.3303333333333336
Score: 1.3303333333333336
Best-score: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 7
Running with params: {'param1': 0, 'param2': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_100
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Timings: Avg: 0.8756666666666668, Max: 1.11, 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: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 8
Running with params: {'param1': 0, 'param2': 160}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_160
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Timings: Avg: 0.8733333333333335, 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: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 9
Running with params: {'param1': 20, 'param2': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_20_200
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.7886666666666673, Max: 2.21, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.7886666666666673, Max: 2.21, 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: 1.7886666666666673
Score: 1.7886666666666673
Best-score: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 10
Running with params: {'param1': 0, 'param2': 150}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_150
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8783333333333334, Max: 1.12, 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: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 11
Running with params: {'param1': 10, 'param2': 130}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_130
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.4243333333333337, Max: 1.76, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.4243333333333337, Max: 1.76, 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: 1.4243333333333337
Score: 1.4243333333333337
Best-score: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 12
Running with params: {'param1': 0, 'param2': 180}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_180
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.875, 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: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 13
Running with params: {'param1': 20, 'param2': 170}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_20_170
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.6463333333333336, Max: 2.02, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.6463333333333336, Max: 2.02, 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: 1.6463333333333336
Score: 1.6463333333333336
Best-score: 1.3303333333333336
Best-param: {'param1': 10, 'param2': 110}
Optimization Iteration: 14
Running with params: {'param1': 20, 'param2': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_20_100
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.3050000000000002, Max: 1.59, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.3050000000000002, Max: 1.59, 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: 1.3050000000000002
Score: 1.3050000000000002
Best-score: 1.3050000000000002
Best-param: {'param1': 20, 'param2': 100}
Optimization Iteration: 15
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Optimization Iteration: 16
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Optimization Iteration: 17
Running with params: {'param1': 0, 'param2': 130}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_130
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8663333333333335, Max: 1.03, 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: 1.3050000000000002
Best-param: {'param1': 20, 'param2': 100}
Optimization Iteration: 18
Running with params: {'param1': 0, 'param2': 160}
Optimization Iteration: 19
Running with params: {'param1': 0, 'param2': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_200
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.8693333333333333, 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: 1.3050000000000002
Best-param: {'param1': 20, 'param2': 100}
Optimization Iteration: 20
Running with params: {'param1': 0, 'param2': 140}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_0_140
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Convergence score: 0.0
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Convergence score: 0.0
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Overall-timings: Avg: 1.2870000000000004, Max: 1.6300000000000001, Min: 0.26
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Convergence score: 0.0
Evaluating 24 values out of 30
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Passed tests : 0
Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.2870000000000004
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Failed tests : 30
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Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 1.2870000000000004
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_180
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Timings: Avg: 1.6630000000000003, Max: 2.08, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.6630000000000003, Max: 2.08, Min: 0.27
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Optimization Iteration: 47
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_170
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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: 1.6223333333333336, Max: 2.04, Min: 0.27
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Runtime: 1.6223333333333336
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Best-score: 1.2870000000000004
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_150
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Timings: Avg: 1.5263333333333335, Max: 1.9100000000000001, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.5263333333333335, Max: 1.9100000000000001, Min: 0.26
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Best-score: 1.2870000000000004
Best-param: {'param1': 10, 'param2': 100}
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_20_160
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.591333333333334, Max: 1.96, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.591333333333334, Max: 1.96, Min: 0.27
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_10_160
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Timings: Avg: 1.5790000000000004, Max: 1.96, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.5790000000000004, Max: 1.96, Min: 0.27
Variance (0.0) too small, using delta distribution
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All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.5790000000000004
Score: 1.5790000000000004
Best-score: 1.2870000000000004
Best-param: {'param1': 10, 'param2': 100}
Optimization Iteration: 86
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576541/assert_9295825_20_150
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.5630000000000004, Max: 2.01, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.5630000000000004, Max: 2.01, Min: 0.27
Variance (0.0) too small, using delta distribution
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All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.5630000000000004
Score: 1.5630000000000004
Best-score: 1.2870000000000004
Best-param: {'param1': 10, 'param2': 100}
Optimization Iteration: 94
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Upto iteration 100: {'param1': 10.0, 'param2': 100.0}
Breaking...
{'param1': 10.0, 'param2': 100.0}
Best score: 1.2870000000000004
Repeated params: 72
Trials: 101
Best param {'param1': 10.0, 'param2': 100.0}
Reduction: 34.202453987730046%
Optimizer time: 132.65638709068298
