Repo: pyro
Filename: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/projects/pyro/tests/integration_tests/test_conjugate_gaussian_models.py
ClassName: GaussianPyramidTests
Testname: test_elbo_nonreparameterized_three_layers
Params: param1,257,33,ParamType.ITER,15000
param2,257,40,ParamType.LR,0.001
Assertion: assert_equal(0.0, max_log_sig_error, prec=0.04)
Original runtime: 278.241
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'param1': 15000, 'param2': 0.001}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_15000_0.001
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Timings: Avg: 273.111, Max: 282.39, Min: 267.40999999999997
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.5696745927090106
Continuing to next batch...
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Timings: Avg: 272.73850000000004, Max: 282.39, Min: 267.40999999999997
Passed tests : 60
Failed tests : 0
Converged: True
Convergence score: 0.7411739059770808
updating...
Evaluating 60 values out of 60
Overall-timings: Avg: 272.73850000000004, Max: 282.39, Min: 267.40999999999997
Variance (6.529479287367533e-35) too small, using delta distribution
Variance (8.41908645631436e-36) too small, using delta distribution
Variance (1.480158310382751e-38) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 272.73850000000004
Score: 272.73850000000004
Best-score: 272.73850000000004
Best-param: {'param1': 15000, 'param2': 0.001}
>>Setting original runtime to 272.73850000000004
Optimization Iteration: 1
Running with params: {'param1': 8200, 'param2': 0.006976022074488911}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_8200_0.006976022074488911
Launching 30 jobs, 30 in parallel
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Timings: Avg: 149.15933333333336, Max: 152.84, Min: 146.84
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 1.3278187848373273
Continuing to next batch...
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Timings: Avg: 149.32216666666667, Max: 152.84, Min: 146.84
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.3302038185436957
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 149.5348888888889, Max: 154.07, Min: 146.84
Passed tests : 90
Failed tests : 0
Converged: True
Convergence score: 0.4525571114102965
updating...
Evaluating 90 values out of 90
Overall-timings: Avg: 149.5348888888889, Max: 154.07, Min: 146.84
Variance (9.587185641565142e-34) too small, using delta distribution
Variance (6.213610894253242e-35) too small, using delta distribution
Variance (6.671896958493824e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 149.5348888888889
Score: 149.5348888888889
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 2
Running with params: {'param1': 200, 'param2': 0.02948934305673466}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_200_0.02948934305673466
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Timings: Avg: 5.859333333333335, Max: 5.97, Min: 5.75
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: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 3
Running with params: {'param1': 1800, 'param2': 0.023131463144790594}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1800_0.023131463144790594
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Timings: Avg: 34.53466666666667, Max: 35.580000000000005, Min: 33.69
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: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 4
Running with params: {'param1': 1500, 'param2': 0.09567040723934783}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1500_0.09567040723934783
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Timings: Avg: 29.30566666666666, Max: 29.92, Min: 28.62
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: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 5
Running with params: {'param1': 200, 'param2': 0.0007577346068952362}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0007577346068952362
Optimization Iteration: 6
Running with params: {'param1': 500, 'param2': 0.0005448992047478327}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0005448992047478327
Optimization Iteration: 7
Running with params: {'param1': 600, 'param2': 0.003344486222141237}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.003344486222141237
Optimization Iteration: 8
Running with params: {'param1': 500, 'param2': 0.0009367065820106062}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0009367065820106062
Optimization Iteration: 9
Running with params: {'param1': 100, 'param2': 0.00039740048783059765}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.00039740048783059765
Optimization Iteration: 10
Running with params: {'param1': 200, 'param2': 0.00043948929777654604}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.00043948929777654604
Optimization Iteration: 11
Running with params: {'param1': 300, 'param2': 0.0008800473484965823}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0008800473484965823
Optimization Iteration: 12
Running with params: {'param1': 600, 'param2': 0.008395636158523938}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_600_0.008395636158523938
Launching 30 jobs, 30 in parallel
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Timings: Avg: 12.959, Max: 13.350000000000001, Min: 12.67
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: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 13
Running with params: {'param1': 6300, 'param2': 0.004809837641164663}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.004809837641164663
Optimization Iteration: 14
Running with params: {'param1': 2100, 'param2': 0.0006895243923080839}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0006895243923080839
Optimization Iteration: 15
Running with params: {'param1': 7000, 'param2': 0.04308245992433583}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_7000_0.04308245992433583
Launching 30 jobs, 30 in parallel
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Timings: Avg: 128.37166666666667, Max: 131.85999999999999, Min: 126.27999999999999
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 16
Running with params: {'param1': 10800, 'param2': 0.0028879845866820082}
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Optimization Iteration: 17
Running with params: {'param1': 2600, 'param2': 0.0002718375906241751}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0002718375906241751
Optimization Iteration: 18
Running with params: {'param1': 2700, 'param2': 0.012531115654227437}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_2700_0.012531115654227437
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Timings: Avg: 51.014666666666656, Max: 52.27, Min: 50.160000000000004
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 19
Running with params: {'param1': 1200, 'param2': 0.05655889859779155}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1200_0.05655889859779155
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Timings: Avg: 23.933666666666664, Max: 24.62, Min: 23.17
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 20
Running with params: {'param1': 200, 'param2': 0.00011994573313943662}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.00011994573313943662
Optimization Iteration: 21
Running with params: {'param1': 4000, 'param2': 0.0115141956792649}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_4000_0.0115141956792649
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Timings: Avg: 74.259, Max: 76.64, Min: 72.72000000000001
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 22
Running with params: {'param1': 900, 'param2': 0.08726473715950109}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_900_0.08726473715950109
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Timings: Avg: 18.456666666666663, Max: 18.830000000000002, Min: 18.0
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 23
Running with params: {'param1': 11400, 'param2': 0.0001530008885727653}
Higher iteration... returning...
Optimization Iteration: 24
Running with params: {'param1': 4800, 'param2': 0.0016964108157921228}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0016964108157921228
Optimization Iteration: 25
Running with params: {'param1': 1000, 'param2': 0.07293243286519976}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1000_0.07293243286519976
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Timings: Avg: 20.182333333333336, Max: 21.62, Min: 19.68
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 26
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Optimization Iteration: 27
Running with params: {'param1': 4700, 'param2': 0.001649624399791626}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.001649624399791626
Optimization Iteration: 28
Running with params: {'param1': 1000, 'param2': 0.01927059791610439}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1000_0.01927059791610439
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Timings: Avg: 20.23866666666667, Max: 20.669999999999998, Min: 19.84
Passed tests : 0
Failed tests : 30
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Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 29
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Optimization Iteration: 30
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Optimization Iteration: 31
Running with params: {'param1': 2900, 'param2': 0.020575122963698633}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_2900_0.020575122963698633
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Timings: Avg: 54.518666666666675, Max: 55.910000000000004, Min: 53.099999999999994
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: 149.5348888888889
Best-param: {'param1': 8200, 'param2': 0.006976022074488911}
Optimization Iteration: 32
Running with params: {'param1': 14900, 'param2': 0.005816591747429451}
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Optimization Iteration: 33
Running with params: {'param1': 7900, 'param2': 0.0020798266161094524}
Lower learning rate.. returning... Best: 0.006976022074488911, Proposed: 0.0020798266161094524
Optimization Iteration: 34
Running with params: {'param1': 3000, 'param2': 0.02942461365990391}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_3000_0.02942461365990391
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Timings: Avg: 55.946000000000005, Max: 57.599999999999994, Min: 54.910000000000004
Passed tests : 30
Failed tests : 0
Converged: False
Convergence score: 3.0826196343470893
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 55.94666666666668, Max: 57.8, Min: 54.89
Passed tests : 60
Failed tests : 0
Converged: False
Convergence score: 1.215364507070113
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 55.93233333333333, Max: 57.8, Min: 54.779999999999994
Passed tests : 90
Failed tests : 0
Converged: False
Convergence score: 1.1072289589579205
Continuing to next batch...
Launching 30 jobs, 30 in parallel
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Timings: Avg: 55.998666666666665, Max: 57.8, Min: 54.779999999999994
Passed tests : 120
Failed tests : 0
Converged: True
Convergence score: 0.7083331224717385
updating...
Evaluating 120 values out of 120
Overall-timings: Avg: 55.998666666666665, Max: 57.8, Min: 54.779999999999994
Variance (4.8653805220082544e-33) too small, using delta distribution
Variance (1.2001209574720145e-35) too small, using delta distribution
Variance (4.6721982130683186e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 55.998666666666665
Score: 55.998666666666665
Best-score: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 35
Running with params: {'param1': 1800, 'param2': 0.03545983256946843}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1800_0.03545983256946843
Launching 30 jobs, 30 in parallel
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Timings: Avg: 35.519, Max: 37.26, Min: 34.1
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 36
Running with params: {'param1': 3400, 'param2': 0.013084988096231839}
Higher iteration... returning...
Optimization Iteration: 37
Running with params: {'param1': 1500, 'param2': 0.003854331973516536}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.003854331973516536
Optimization Iteration: 38
Running with params: {'param1': 5400, 'param2': 0.025373561542512572}
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Optimization Iteration: 39
Running with params: {'param1': 9300, 'param2': 0.05094291330099019}
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Optimization Iteration: 40
Running with params: {'param1': 100, 'param2': 0.015078755635614755}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.015078755635614755
Optimization Iteration: 41
Running with params: {'param1': 3800, 'param2': 0.008591158513028342}
Higher iteration... returning...
Optimization Iteration: 42
Running with params: {'param1': 2100, 'param2': 0.029376360160136384}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_2100_0.029376360160136384
Launching 30 jobs, 30 in parallel
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Timings: Avg: 40.42633333333334, Max: 41.31, Min: 39.47
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 43
Running with params: {'param1': 300, 'param2': 0.00971731700316883}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.00971731700316883
Optimization Iteration: 44
Running with params: {'param1': 700, 'param2': 0.002820225288112856}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.002820225288112856
Optimization Iteration: 45
Running with params: {'param1': 6400, 'param2': 0.0011120350911515333}
Higher iteration... returning...
Optimization Iteration: 46
Running with params: {'param1': 1600, 'param2': 0.005343862779223738}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.005343862779223738
Optimization Iteration: 47
Running with params: {'param1': 10000, 'param2': 0.017282626579067015}
Higher iteration... returning...
Optimization Iteration: 48
Running with params: {'param1': 400, 'param2': 0.09598851280223877}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_400_0.09598851280223877
Launching 30 jobs, 30 in parallel
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Timings: Avg: 9.417, Max: 9.56, Min: 9.209999999999999
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 49
Running with params: {'param1': 2300, 'param2': 0.003799941733402925}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.003799941733402925
Optimization Iteration: 50
Running with params: {'param1': 3400, 'param2': 0.03962246843710298}
Higher iteration... returning...
Upto iteration 50: {'param1': 3000.0, 'param2': 0.02942461365990391}
Optimization Iteration: 51
Running with params: {'param1': 5400, 'param2': 0.06316399965330163}
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Optimization Iteration: 52
Running with params: {'param1': 1200, 'param2': 0.007235743980915701}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.007235743980915701
Optimization Iteration: 53
Running with params: {'param1': 12700, 'param2': 0.0011333375957547423}
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Optimization Iteration: 54
Running with params: {'param1': 700, 'param2': 0.0006315867839500274}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.0006315867839500274
Optimization Iteration: 55
Running with params: {'param1': 3000, 'param2': 0.00038059852149535634}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.00038059852149535634
Optimization Iteration: 56
Running with params: {'param1': 4100, 'param2': 0.02561954471748744}
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Running with params: {'param1': 7200, 'param2': 0.002121811539276746}
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Optimization Iteration: 58
Running with params: {'param1': 2000, 'param2': 0.009782599932481933}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.009782599932481933
Optimization Iteration: 59
Running with params: {'param1': 5600, 'param2': 0.07554641469345898}
Higher iteration... returning...
Optimization Iteration: 60
Running with params: {'param1': 2400, 'param2': 0.00024289045970881922}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.00024289045970881922
Optimization Iteration: 61
Running with params: {'param1': 1400, 'param2': 0.03458582576968825}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1400_0.03458582576968825
Launching 30 jobs, 30 in parallel
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Timings: Avg: 27.442000000000004, Max: 28.59, Min: 26.84
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 62
Running with params: {'param1': 4600, 'param2': 0.004616037788757407}
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Optimization Iteration: 64
Running with params: {'param1': 500, 'param2': 0.015641992588820798}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.015641992588820798
Optimization Iteration: 65
Running with params: {'param1': 800, 'param2': 0.02239572135955225}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.02239572135955225
Optimization Iteration: 66
Running with params: {'param1': 1900, 'param2': 0.028827583032745324}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1900_0.028827583032745324
Launching 30 jobs, 30 in parallel
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Timings: Avg: 36.269999999999996, Max: 37.38, Min: 35.64
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 67
Running with params: {'param1': 11800, 'param2': 0.04788181206272801}
Higher iteration... returning...
Optimization Iteration: 68
Running with params: {'param1': 3300, 'param2': 0.012521393157457086}
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Optimization Iteration: 69
Running with params: {'param1': 1000, 'param2': 0.006701533533182165}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.006701533533182165
Optimization Iteration: 70
Running with params: {'param1': 1700, 'param2': 0.03193602811400659}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1700_0.03193602811400659
Launching 30 jobs, 30 in parallel
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Timings: Avg: 32.87833333333333, Max: 33.78, Min: 32.17
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 71
Running with params: {'param1': 8000, 'param2': 0.023833501150682737}
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Higher iteration... returning...
Optimization Iteration: 74
Running with params: {'param1': 400, 'param2': 0.006421025253089811}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.006421025253089811
Optimization Iteration: 75
Running with params: {'param1': 6700, 'param2': 0.0011000422588220906}
Higher iteration... returning...
Optimization Iteration: 76
Running with params: {'param1': 300, 'param2': 0.0005642240853004352}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.0005642240853004352
Optimization Iteration: 77
Running with params: {'param1': 100, 'param2': 0.000768368582607088}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.000768368582607088
Optimization Iteration: 78
Running with params: {'param1': 2900, 'param2': 0.00031781961582214415}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.00031781961582214415
Optimization Iteration: 79
Running with params: {'param1': 4800, 'param2': 0.010471242075439924}
Higher iteration... returning...
Optimization Iteration: 80
Running with params: {'param1': 7400, 'param2': 0.0023851396476670113}
Higher iteration... returning...
Optimization Iteration: 81
Running with params: {'param1': 4100, 'param2': 0.003330694550731775}
Higher iteration... returning...
Optimization Iteration: 82
Running with params: {'param1': 1300, 'param2': 0.008116457503474065}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.008116457503474065
Optimization Iteration: 83
Running with params: {'param1': 2700, 'param2': 0.04085495194179696}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_2700_0.04085495194179696
Launching 30 jobs, 30 in parallel
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Timings: Avg: 51.15533333333333, Max: 53.059999999999995, Min: 49.69
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 84
Running with params: {'param1': 2200, 'param2': 0.0013291238858247302}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.0013291238858247302
Optimization Iteration: 85
Running with params: {'param1': 2400, 'param2': 0.00011813053244248533}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.00011813053244248533
Optimization Iteration: 86
Running with params: {'param1': 1400, 'param2': 0.018892890811843626}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.018892890811843626
Optimization Iteration: 87
Running with params: {'param1': 4500, 'param2': 0.004551697494303919}
Higher iteration... returning...
Optimization Iteration: 88
Running with params: {'param1': 8600, 'param2': 0.08636566422133429}
Higher iteration... returning...
Optimization Iteration: 89
Running with params: {'param1': 15000, 'param2': 0.05509601238597183}
Higher iteration... returning...
Optimization Iteration: 90
Running with params: {'param1': 200, 'param2': 0.015424907815771629}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.015424907815771629
Optimization Iteration: 91
Running with params: {'param1': 3500, 'param2': 0.0036261336473888362}
Higher iteration... returning...
Optimization Iteration: 92
Running with params: {'param1': 1100, 'param2': 0.03949079069269539}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1100_0.03949079069269539
Launching 30 jobs, 30 in parallel
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Timings: Avg: 22.011, Max: 22.71, Min: 21.42
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 93
Running with params: {'param1': 1800, 'param2': 0.013357688831668067}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.013357688831668067
Optimization Iteration: 94
Running with params: {'param1': 13400, 'param2': 0.0649332576086007}
Higher iteration... returning...
Optimization Iteration: 95
Running with params: {'param1': 10600, 'param2': 0.011545977310602838}
Higher iteration... returning...
Optimization Iteration: 96
Running with params: {'param1': 600, 'param2': 0.002899814220153455}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.002899814220153455
Optimization Iteration: 97
Running with params: {'param1': 900, 'param2': 0.0018604233968316094}
Lower learning rate.. returning... Best: 0.02942461365990391, Proposed: 0.0018604233968316094
Optimization Iteration: 98
Running with params: {'param1': 1600, 'param2': 0.0327349531435001}
Logdir: /mnt/batch/tasks/workitems/optwseed/job-1/Task_pyro/wd/borntobeflaky/tool/logs/optim_1597896455_pyro/run_1597907476/assert_72580823_1600_0.0327349531435001
Launching 30 jobs, 30 in parallel
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Timings: Avg: 30.966333333333335, Max: 31.46, Min: 30.35
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: 55.998666666666665
Best-param: {'param1': 3000, 'param2': 0.02942461365990391}
Optimization Iteration: 99
Running with params: {'param1': 8300, 'param2': 0.024152675420561116}
Higher iteration... returning...
Optimization Iteration: 100
Running with params: {'param1': 5100, 'param2': 0.09902619722572746}
Higher iteration... returning...
Upto iteration 100: {'param1': 3000.0, 'param2': 0.02942461365990391}
Breaking...
{'param1': 3000.0, 'param2': 0.02942461365990391}
Best score: 55.998666666666665
Repeated params: 0
Trials: 101
Best param {'param1': 3000.0, 'param2': 0.02942461365990391}
Reduction: 79.46800078952306%
Speedup: 4.870446320150481x
Optimizer time: 2041.6681945323944
