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Best RESULT, min (total: 25)

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trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1788984553,405,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984959,1788984965,6,./.tests/optimization_example  --int_param='2' --float_param='-6.77893757820129394531' --choice_param='8' --int_param_two='-3' --nr_results=1,0,,i8032,2,-3,-6.7789375782012939453125,8,2342189,0_0,COMPLETED,SOBOL,-2441.953704711600039445329457521439,2,-6.7789375782012939453125,-3,8
1,1788984553,141,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984695,1788984701,6,./.tests/optimization_example  --int_param='-73' --float_param='-84.66833527199923992157' --choice_param='1' --int_param_two='-74' --nr_results=1,0,,i8032,-73,-74,-84.668335271999254132424539420754,1,2342171,1_0,COMPLETED,SOBOL,-203356.223504516587127000093460083008,-73,-84.66833527199923992156982421875,-74,1
2,1788984553,345,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984899,1788984905,6,./.tests/optimization_example  --int_param='-66' --float_param='-35.44037554413080215454' --choice_param='2' --int_param_two='-72' --nr_results=1,0,,i8024,-66,-72,-35.440375544130802154541015625,2,2342184,2_0,COMPLETED,SOBOL,-125704.759741503294208087027072906494,-66,-35.440375544130802154541015625,-72,2
3,1788984553,382,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984936,1788984942,6,./.tests/optimization_example  --int_param='-44' --float_param='-52.99908265471458435059' --choice_param='16' --int_param_two='-32' --nr_results=1,0,,i8024,-44,-32,-52.999082654714577245158579898998,16,2342188,3_0,COMPLETED,SOBOL,-72648.655887884102412499487400054932,-44,-52.9990826547145843505859375,-32,16
4,1788984553,365,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984919,1788984925,6,./.tests/optimization_example  --int_param='-21' --float_param='-26.18438577279448509216' --choice_param='1' --int_param_two='-50' --nr_results=1,0,,i8024,-21,-50,-26.1843857727944850921630859375,1,2342186,4_0,COMPLETED,SOBOL,-46591.979160264701931737363338470459,-21,-26.1843857727944850921630859375,-50,1
5,1788984553,165,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984718,1788984725,7,./.tests/optimization_example  --int_param='-57' --float_param='-65.37117348983883857727' --choice_param='2' --int_param_two='-28' --nr_results=1,0,,i8032,-57,-28,-65.3711734898388385772705078125,2,2342172,5_0,COMPLETED,SOBOL,-98958.740583370003150776028633117676,-57,-65.3711734898388385772705078125,-28,2
6,1788984554,260,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984815,1788984821,6,./.tests/optimization_example  --int_param='-96' --float_param='-1.59132604487240314484' --choice_param='hallo' --int_param_two='-8' --nr_results=1,0,,i8032,-96,-8,-1.59132604487240314483642578125,hallo,2342177,6_0,COMPLETED,SOBOL,-104782.575790298098581843078136444092,-96,-1.59132604487240314483642578125,-8,hallo
7,1788984554,404,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984959,1788984965,6,./.tests/optimization_example  --int_param='-7' --float_param='-86.95641928352415561676' --choice_param='2' --int_param_two='-96' --nr_results=1,0,,i8024,-7,-96,-86.956419283524141405905538704246,2,2342190,7_0,COMPLETED,SOBOL,-187283.150474472902715206146240234375,-7,-86.95641928352415561676025390625,-96,2
8,1788984554,320,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984875,1788984881,6,./.tests/optimization_example  --int_param='-13' --float_param='-41.42522141337394714355' --choice_param='2' --int_param_two='-57' --nr_results=1,0,,i8032,-13,-57,-41.4252214133739471435546875,2,2342181,8_0,COMPLETED,SOBOL,-62939.531832808002945967018604278564,-13,-41.4252214133739471435546875,-57,2
9,1788984553,345,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984899,1788984905,6,./.tests/optimization_example  --int_param='-88' --float_param='-50.56422028690576553345' --choice_param='16' --int_param_two='-17' --nr_results=1,0,,i8032,-88,-17,-50.564220286905765533447265625,16,2342183,9_0,COMPLETED,SOBOL,-123763.545760917899315245449542999268,-88,-50.564220286905765533447265625,-17,16
10,1788984553,322,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984875,1788984881,6,./.tests/optimization_example  --int_param='-50' --float_param='-14.65698714368045330048' --choice_param='hallo' --int_param_two='-17' --nr_results=1,0,,i8024,-50,-17,-14.6569871436804515241192348185,hallo,2342182,10_0,COMPLETED,SOBOL,-39412.891435668199846986681222915649,-50,-14.65698714368045330047607421875,-17,hallo
11,1788984554,304,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984859,1788984865,6,./.tests/optimization_example  --int_param='-28' --float_param='-73.46526808105409145355' --choice_param='8' --int_param_two='-87' --nr_results=1,0,,i8032,-28,-87,-73.46526808105409145355224609375,8,2342180,11_0,COMPLETED,SOBOL,-156575.302950316894566640257835388184,-28,-73.46526808105409145355224609375,-87,8
12,1788984553,382,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984936,1788984942,6,./.tests/optimization_example  --int_param='-37' --float_param='8.02719718776643276215' --choice_param='hallo' --int_param_two='7' --nr_results=1,0,,i8032,-37,7,8.02719718776643276214599609375,hallo,2342187,12_0,COMPLETED,SOBOL,-18463.759228136201272718608379364014,-37,8.02719718776643276214599609375,7,hallo
13,1788984554,244,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984798,1788984805,7,./.tests/optimization_example  --int_param='-72' --float_param='-99.91002981550991535187' --choice_param='4' --int_param_two='-82' --nr_results=1,0,,i8032,-72,-82,-99.91002981550991535186767578125,4,2342176,13_0,COMPLETED,SOBOL,-244537.263558911799918860197067260742,-72,-99.91002981550991535186767578125,-82,4
14,1788984553,365,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984919,1788984925,6,./.tests/optimization_example  --int_param='-80' --float_param='-21.9500701315701007843' --choice_param='4' --int_param_two='-64' --nr_results=1,0,,i8032,-80,-64,-21.9500701315701007843017578125,4,2342185,14_0,COMPLETED,SOBOL,-126829.58280096549424342811107635498,-80,-21.9500701315701007843017578125,-64,4
15,1788984554,224,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984778,1788984785,7,./.tests/optimization_example  --int_param='9' --float_param='-66.06557643041014671326' --choice_param='8' --int_param_two='-41' --nr_results=1,0,,i8032,9,-41,-66.0655764304101467132568359375,8,2342175,15_0,COMPLETED,SOBOL,-71723.281533864705124869942665100098,9,-66.0655764304101467132568359375,-41,8
16,1788984554,290,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984844,1788984850,6,./.tests/optimization_example  --int_param='7' --float_param='-17.53244120627641677856' --choice_param='4' --int_param_two='-21' --nr_results=1,0,,i8024,7,-21,-17.532441206276416778564453125,4,2342179,16_0,COMPLETED,SOBOL,-11874.029067142999338102526962757111,7,-17.532441206276416778564453125,-21,4
17,1788984554,184,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984738,1788984745,7,./.tests/optimization_example  --int_param='-84' --float_param='-70.48318117856979370117' --choice_param='hallo' --int_param_two='-54' --nr_results=1,0,,i8032,-84,-54,-70.483181178569793701171875,hallo,2342173,17_0,COMPLETED,SOBOL,-171124.426408367900876328349113464355,-84,-70.483181178569793701171875,-54,hallo
18,1788984554,200,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984755,1788984761,6,./.tests/optimization_example  --int_param='-68' --float_param='3.60958793200552463531' --choice_param='8' --int_param_two='-91' --nr_results=1,0,,i8032,-68,-91,3.60958793200552463531494140625,8,2342174,18_0,COMPLETED,SOBOL,-144983.452457188192056491971015930176,-68,3.60958793200552463531494140625,-91,8
19,1788984555,283,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788984838,1788984845,7,./.tests/optimization_example  --int_param='-34' --float_param='-95.49239228479564189911' --choice_param='2' --int_param_two='-13' --nr_results=1,0,,i8032,-34,-13,-95.49239228479564189910888671875,2,2342178,19_0,COMPLETED,SOBOL,-119660.929071212594863027334213256836,-34,-95.49239228479564189910888671875,-13,2
20,1788984991,127,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788985119,1788985125,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='4' --int_param_two='-100' --nr_results=1,0,,i8025,-100,-100,-100,4,2342194,20_0,COMPLETED,BOTORCH_MODULAR,-330107.719999999972060322761535644531,-100,-100,-100,4
21,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
22,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
23,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
24,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
25,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
26,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
27,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
28,,,,,,,,,,,,,,,,20_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,4
29,1788985150,879,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788986029,1788986036,7,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,i8025,-100,-100,-100,16,2342196,29_0,COMPLETED,BOTORCH_MODULAR,-331437.319999999890569597482681274414,-100,-100,-100,16
30,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
31,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
32,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
33,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
34,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
35,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
36,,,,,,,,,,,,,,,,29_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,16
37,1788986053,500,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788986554,1788986560,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='hallo' --int_param_two='-100' --nr_results=1,0,,i8032,-100,-100,-100,hallo,2342198,37_0,COMPLETED,BOTORCH_MODULAR,-330412.520000000018626451492309570312,-100,-100,-100,hallo
38,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
39,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
40,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
41,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
42,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
43,,,,,,,,,,,,,,,,37_0,ABANDONED,BOTORCH_MODULAR,,-100,-100,-100,hallo
44,1788986586,155,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788986742,1788986748,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,i8018,-100,-100,-100,8,2342200,44_0,COMPLETED,BOTORCH_MODULAR,-330230.919999999983701854944229125977,-100,-100,-100,1
45,1788986586,175,96d695ce-03d1-4c2f-af3e-9b4c7135a420,1788986762,1788986768,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,i8025,-100,-100,-100,2,2342201,45_0,COMPLETED,BOTORCH_MODULAR,-330166.119999999995343387126922607422,-100,-100,-100,8

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get_ax_client_trial: trial_index 47 failed

get_ax_client_trial: trial_index 48 failed

execute_evaluation: _trial was not in execute_evaluation for params [47, {'int_param': -100, 'float_param': -100.0, 'int_param_two': -100, 'choice_param': '8'}, 3, 'systematic']

execute_evaluation: _trial was not in execute_evaluation for params [48, {'int_param': -100, 'float_param': -100.0, 'int_param_two': -100, 'choice_param': '1'}, 4, 'systematic']

get_ax_client_trial: trial_index 46 failed

execute_evaluation: _trial was not in execute_evaluation for params [46, {'int_param': -100, 'float_param': -100.0, 'int_param_two': -100, 'choice_param': '2'}, 5, 'systematic']


It seems like the search space was exhausted. You were able to get 83% of the jobs you requested (got: 25, submitted: 25, failed: 0, requested: 30) after main ran

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         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   6.610 │   20 │        0.331 │
│       2 │   0.601 │    1 │        0.601 │
│       3 │   1.709 │    1 │        1.709 │
│       4 │   0.619 │    1 │        0.619 │
│       5 │   2.295 │    5 │        0.459 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   2.367 │      │              │
│  Median │   1.709 │      │              │
│   Total │  11.834 │      │              │
│     Max │   6.610 │      │              │
│     Min │   0.601 │      │              │
└─────────┴─────────┴──────┴──────────────┘

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Download »generation_times.txt« as file

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.471 │   20 │        0.224 │
│         2 │  22.662 │    1 │       22.662 │
│         3 │  21.397 │    1 │       21.397 │
│         4 │  15.521 │    1 │       15.521 │
│         5 │  20.786 │    5 │        4.157 │
│         6 │  23.912 │    0 │        0.000 │
│         7 │  15.886 │    0 │        0.000 │
│         8 │  15.576 │    0 │        0.000 │
│         9 │  15.434 │    0 │        0.000 │
│        10 │  17.330 │    0 │        0.000 │
│        11 │  16.821 │    0 │        0.000 │
│        12 │  21.248 │    0 │        0.000 │
│        13 │  14.289 │    0 │        0.000 │
│        14 │  16.848 │    0 │        0.000 │
│        15 │  15.034 │    0 │        0.000 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  17.148 │      │              │
│    Median │  16.821 │      │              │
│     Total │ 257.215 │      │              │
│       Max │  23.912 │      │              │
│       Min │   4.471 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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Arguments Overview

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1788984530.9235,20,0,0
1788984554.7671,20,0,0
1788984555.3025,20,3,15
1788984559.5942,20,3,15
1788984560.1517,20,20,100
1788984704.8285,20,20,100
1788984705.4432,20,19,95
1788984729.9702,20,19,95
1788984731.576,20,18,90
1788984749.6152,20,18,90
1788984750.1886,20,17,85
1788984764.9869,20,17,85
1788984765.5623,20,16,80
1788984789.6546,20,16,80
1788984790.233,20,15,75
1788984809.9599,20,15,75
1788984810.5748,20,14,70
1788984829.6709,20,14,70
1788984830.2512,20,13,65
1788984849.907,20,13,65
1788984850.4992,20,12,60
1788984859.5799,20,12,60
1788984860.1514,20,11,55
1788984869.5213,20,11,55
1788984870.1001,20,10,50
1788984889.991,20,10,50
1788984890.5645,20,8,40
1788984909.5288,20,8,40
1788984910.1022,20,6,30
1788984929.6232,20,6,30
1788984930.2009,20,4,20
1788984944.7064,20,4,20
1788984945.2835,20,3,15
1788984949.5598,20,3,15
1788984950.1315,20,2,10
1788984967.6637,20,2,10
1788984972.0719,20,0,0
1788984991.484,20,0,0
1788984991.8633,20,1,5
1788985126.7903,20,1,5
1788985131.1635,20,0,0
1788985150.0423,20,0,0
1788985150.4139,20,1,5
1788986037.3293,20,1,5
1788986041.426,20,0,0
1788986053.588,20,0,0
1788986053.9597,20,1,5
1788986562.4752,20,1,5
1788986566.0747,20,0,0
1788986586.0851,20,0,0
1788986586.5477,20,1,5
1788986590.6745,20,1,5
1788986591.2824,20,2,10
1788986755.8411,20,2,10
1788986756.4398,20,1,5
1788986769.9897,20,1,5
1788986773.2444,20,0,0
1788986964.306,20,0,0

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timestamp,ram_usage_mb,cpu_usage_percent
1788984530,787.28125,8.9
1788984590,828.4453125,10.1
1788984650,828.6328125,14
1788984710,829.17578125,14.2
1788984773,829.40625,14
1788984833,829.7265625,14.2
1788984893,829.8046875,14.3
1788984953,829.97265625,14.3
1788985013,849.55859375,14.6
1788985073,849.55859375,14.2
1788985133,849.859375,14.5
1788985193,851.5,14.2
1788985253,851.5,14.2
1788985313,851.5078125,14.2
1788985373,851.5234375,14.2
1788985433,851.5546875,14.2
1788985493,851.5703125,14.3
1788985553,851.6015625,14.2
1788985613,851.6328125,14.2
1788985673,851.6640625,14.2
1788985733,851.7109375,14.2
1788985793,851.75,14.3
1788985853,851.796875,14.3
1788985913,851.84375,14.3
1788985973,851.890625,14.3
1788986033,851.953125,14.2
1788986093,855.24609375,14.3
1788986154,855.24609375,14.3
1788986214,855.25,14.2
1788986274,855.265625,14.2
1788986334,855.296875,14.2
1788986397,855.328125,14.3
1788986457,855.34375,14.2
1788986517,855.375,14.3
1788986577,860.6953125,15.1
1788986637,862.28125,14.2
1788986697,862.28125,14.2
1788986757,862.3046875,13.9
1788986820,864.70703125,11.4
1788986884,869.62890625,11.6
1788986945,872.24609375,11.6

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RESULT (goal: minimize)

Best value: -331437.32
Achieved at:
- OO_Info_int_param_two = -100 (r=0.83, strong positive correlation)
- OO_Info_float_param = -100 (r=0.794, strong positive correlation)
- OO_Info_int_param = -100 (r=0.736, strong positive correlation)
- run_time = 7 (r=-0.113, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Convergence Analysis

Parameter statistics