Repo: numpyro
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/numpyro/test/test_optimizers.py
ClassName: none
Testname: test_optim_multi_params
Params: param1,36,19,ParamType.ITER,2000
Assertion: assert jnp.allclose(param, jnp.zeros(3))
Original runtime: 9.616
>>Getting original runtime
Optimization Iteration: 1
Running with params: {'param1': 2000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_2000
Launching 30 jobs, 15 in parallel
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Timings: Avg: 7.227333333333333, Max: 10.079999999999998, Min: 6.08
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 7.227333333333333, Max: 10.079999999999998, Min: 6.08
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 7.227333333333333
Score: 7.227333333333333
Best-score: 7.227333333333333
Best-param: {'param1': 2000}
>>Setting original runtime to 7.227333333333333
Optimization Iteration: 1
Running with params: {'param1': 100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_100
Launching 30 jobs, 15 in parallel
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Timings: Avg: 2.0066666666666664, Max: 2.77, Min: 1.6900000000000002
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: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 2
Running with params: {'param1': 100}
Optimization Iteration: 3
Running with params: {'param1': 200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_200
Launching 30 jobs, 15 in parallel
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Timings: Avg: 2.274333333333333, Max: 3.18, Min: 1.93
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 2.274333333333333, Max: 3.18, Min: 1.93
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 4
Running with params: {'param1': 100}
Optimization Iteration: 5
Running with params: {'param1': 900}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_900
Launching 30 jobs, 15 in parallel
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Timings: Avg: 4.234000000000001, Max: 5.869999999999999, Min: 3.59
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: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 6
Running with params: {'param1': 200}
Optimization Iteration: 7
Running with params: {'param1': 700}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_700
Launching 30 jobs, 15 in parallel
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Timings: Avg: 3.6646666666666667, Max: 5.11, Min: 3.1
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: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 8
Running with params: {'param1': 400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_400
Launching 30 jobs, 15 in parallel
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Timings: Avg: 2.829, Max: 3.9400000000000004, Min: 2.3899999999999997
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 2.829, Max: 3.9400000000000004, Min: 2.3899999999999997
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 9
Running with params: {'param1': 300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_300
Launching 30 jobs, 15 in parallel
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Timings: Avg: 2.5603333333333333, Max: 3.51, Min: 2.16
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 2.5603333333333333, Max: 3.51, Min: 2.16
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Probability of fail (non-zero): 1.0
Exceeding max probability of failure: 1.0
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 7.227333333333333
Best-param: {'param1': 2000}
Optimization Iteration: 10
Running with params: {'param1': 100}
Optimization Iteration: 11
Running with params: {'param1': 200}
Optimization Iteration: 12
Running with params: {'param1': 700}
Optimization Iteration: 13
Running with params: {'param1': 300}
Optimization Iteration: 14
Running with params: {'param1': 1800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1800
Launching 30 jobs, 15 in parallel
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Timings: Avg: 6.672, Max: 9.3, Min: 5.65
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 6.672, Max: 9.3, Min: 5.65
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 6.672
Score: 6.672
Best-score: 6.672
Best-param: {'param1': 1800}
Optimization Iteration: 15
Running with params: {'param1': 1600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1600
Launching 30 jobs, 15 in parallel
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Timings: Avg: 6.112666666666665, Max: 8.53, Min: 5.16
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 6.112666666666665, Max: 8.53, Min: 5.16
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 6.112666666666665
Score: 6.112666666666665
Best-score: 6.112666666666665
Best-param: {'param1': 1600}
Optimization Iteration: 16
Running with params: {'param1': 200}
Optimization Iteration: 17
Running with params: {'param1': 100}
Optimization Iteration: 18
Running with params: {'param1': 400}
Optimization Iteration: 19
Running with params: {'param1': 300}
Optimization Iteration: 20
Running with params: {'param1': 100}
Optimization Iteration: 21
Running with params: {'param1': 1900}
Higher iteration... returning...
Optimization Iteration: 22
Running with params: {'param1': 2000}
Optimization Iteration: 23
Running with params: {'param1': 1500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1500
Launching 30 jobs, 15 in parallel
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Timings: Avg: 5.797666666666666, Max: 8.2, Min: 4.890000000000001
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 5.797666666666666, Max: 8.2, Min: 4.890000000000001
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.797666666666666
Score: 5.797666666666666
Best-score: 5.797666666666666
Best-param: {'param1': 1500}
Optimization Iteration: 24
Running with params: {'param1': 1400}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1400
Launching 30 jobs, 15 in parallel
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Timings: Avg: 5.542000000000001, Max: 7.739999999999999, Min: 4.63
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 5.542000000000001, Max: 7.739999999999999, Min: 4.63
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (0.0) too small, using delta distribution
Variance (4.333342374871281e-34) too small, using delta distribution
Variance (4.333342374871281e-34) too small, using delta distribution
Variance (4.333342374871281e-34) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.542000000000001
Score: 5.542000000000001
Best-score: 5.542000000000001
Best-param: {'param1': 1400}
Optimization Iteration: 25
Running with params: {'param1': 1300}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1300
Launching 30 jobs, 15 in parallel
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Timings: Avg: 5.256666666666665, Max: 7.39, Min: 4.43
Passed tests : 30
Failed tests : 0
Converged: True
Convergence score: 0.0
Evaluating 30 values out of 30
Overall-timings: Avg: 5.256666666666665, Max: 7.39, Min: 4.43
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (1.925929944387236e-34) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Variance (4.81482486096809e-35) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.256666666666665
Score: 5.256666666666665
Best-score: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 26
Running with params: {'param1': 1300}
Optimization Iteration: 27
Running with params: {'param1': 1100}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1100
Launching 30 jobs, 15 in parallel
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Timings: Avg: 4.768333333333333, Max: 6.71, Min: 3.99
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 28
Running with params: {'param1': 1100}
Optimization Iteration: 29
Running with params: {'param1': 600}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_600
Launching 30 jobs, 15 in parallel
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Timings: Avg: 3.385666666666667, Max: 4.7, Min: 2.87
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 30
Running with params: {'param1': 1200}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1200
Launching 30 jobs, 15 in parallel
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Timings: Avg: 5.061333333333333, Max: 7.090000000000001, Min: 4.2700000000000005
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 31
Running with params: {'param1': 900}
Optimization Iteration: 32
Running with params: {'param1': 500}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_500
Launching 30 jobs, 15 in parallel
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Timings: Avg: 3.1060000000000003, Max: 4.3, Min: 2.6500000000000004
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 33
Running with params: {'param1': 900}
Optimization Iteration: 34
Running with params: {'param1': 1300}
Optimization Iteration: 35
Running with params: {'param1': 700}
Optimization Iteration: 36
Running with params: {'param1': 1000}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_1000
Launching 30 jobs, 15 in parallel
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Timings: Avg: 4.493, Max: 6.289999999999999, Min: 3.81
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 37
Running with params: {'param1': 800}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1597599533_numpyro/run_1597604108/assert_2864014_800
Launching 30 jobs, 15 in parallel
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Timings: Avg: 3.9283333333333332, Max: 5.5, Min: 3.31
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: 5.256666666666665
Best-param: {'param1': 1300}
Optimization Iteration: 38
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Higher iteration... returning...
Optimization Iteration: 47
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Upto iteration 50: {'param1': 1300.0}
Optimization Iteration: 51
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Higher iteration... returning...
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Optimization Iteration: 100
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Upto iteration 100: {'param1': 1300.0}
Breaking...
{'param1': 1300.0}
Best score: 5.256666666666665
Repeated params: 77
Trials: 101
Best param {'param1': 1300.0}
Reduction: 27.266857300987013%
Speedup: 1.3748890298034246x
Optimizer time: 194.70073556900024
