OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-22	-97	-96.52011494751729	8	2.70682461382555	-22	-96.52011494751727	-97	8	1.32730132697998

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-03-29 05:59:16 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: e188e113bd67d7034e782e74dc3d1f1b616e1904 (9280)

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,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1774763933,2,c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4,1774763935,1774763941,6,./.tests/optimization_example --int_param='-53' --float_param='-48.78406405448913574219' --choice_param='hallo'  --int_param_two='-22' --nr_results=2,0,,runnervm19da2,-53,-22,-48.7840640544891357421875,hallo,0_0,COMPLETED,SOBOL,1.342099825500000065403582993895,2.987055433800000159294540935662,-53,-48.7840640544891357421875,-22,hallo
1,1774763944,2,c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4,1774763946,1774763952,6,./.tests/optimization_example --int_param='-22' --float_param='-96.5201149475172712755' --choice_param='8'  --int_param_two='-97' --nr_results=2,0,,runnervm19da2,-22,-97,-96.520114947517285486355831380934,8,1_0,COMPLETED,BOTORCH_MODULAR,1.327301326979980045095430796209,2.706824613825550063239688824979,-22,-96.52011494751727127550111617893,-97,8


========================================================================

Current git-hash: e188e113bd67d7034e782e74dc3d1f1b616e1904 (version: 9280)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-29 05:58:50] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 14a2e863-5f4d-45b9-b504-9b87194d0c05
 .oOOOo.                      .oOOOo.                     
.O     o.                 o  .O     o.             .oOOo. 
O       o                    O       o         O        O 
o       O                    o       O        oOo       o 
O       o `oOOoOO. 'OoOo. O  O       o .oOo.   o       O' 
o       O  O  o  o  o   O o  o       O O   o   O      O   
`o     O'  o  O  O  O   o O  `o     O' o   O   o    .O    
 `OoooO'   O  o  o  o   O o'  `OoooO'  oOoO'   `oO oOoOoO 
                                       O                  
                                       o'                 

omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BOTORCH_MODULAR --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BOTORCH_MODULAR --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BOTORCH_MODULAR&run_nr=41 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)'  --int_param_two='%(int_param_two)' --nr_results=2

Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    -22    │ -96.52011494751727 │      -97      │      8       │ 1.32730132697998 │ 2.70682461382555 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, Started OmniOpt2 run...
2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, getting new HP set (no sbatch)
2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, eval #1/1 start                    
2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, starting new job                   
2026-03-29 05:58:53 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, started new job                    
2026-03-29 05:59:02 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, new result: RESULT1: 1.342100, RESULT2: 2.987055
2026-03-29 05:59:03 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-03-29 05:59:04 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2026-03-29 05:59:04 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.56 s/job
2026-03-29 05:59:04 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2026-03-29 05:59:04 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, starting new job                   
2026-03-29 05:59:04 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, started new job                    
2026-03-29 05:59:13 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.327301, RESULT2: 2.706825
2026-03-29 05:59:16 (c004a4b6-24e8-4ac5-8dd6-e00c2f49d0f4): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.117 │    1 │        0.117 │
│       2 │   0.252 │    1 │        0.252 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.184 │      │              │
│  Median │   0.184 │      │              │
│   Total │   0.368 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.117 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.557 │    1 │        0.557 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.293 │      │              │
│    Median │   0.293 │      │              │
│     Total │   0.587 │      │              │
│       Max │   0.557 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BOTORCH_MODULAR
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	False
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
nr_evals_per_arm	1
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	True
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1774763931,741.05859375,28.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-53	-22	-37.5	15.5	2
OO_Info_int_param_two	-97	-22	-59.5	37.5	2
OO_Info_float_param	-96.5201	-48.7841	-72.6521	23.868	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.3273	1.3421	1.3347	0.0074	2
RESULT2	2.7068	2.9871	2.8469	0.1401	2
int_param	-53	-22	-37.5	15.5	2
float_param	-96.5201	-48.7841	-72.6521	23.868	2
int_param_two	-97	-22	-59.5	37.5	2
choice_param	No numerical statistics available

submitit INFO (2026-03-29 05:58:53,754) - Starting with JobEnvironment(job_id=150838, hostname=runnervm19da2, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-29 05:58:53,754) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/0/single_runs/150838/150838_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -53, "float_param": -48.784064054489136, "int_param_two": -22, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-53' --float_param='-48.78406405448913574219' --choice_param='hallo'  --int_param_two='-22' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1774760611.8411057
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1774761255.3113399
Last modification: 1774760611.8411057
Hostname: runnervm19da2
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-53' --float_param='-48.78406405448913574219' --choice_param='hallo'  --int_param_two='-22' --nr_results=2 
stdout:
 OO-Info: int_param: -53
OO-Info: int_param_two: -22
OO-Info: float_param: -48.78406405448913574219
OO-Info: choice_param: hallo
RESULT1: 1.34209982545963
RESULT2: 2.9870554337717

stderr was empty
Result: {'RESULT1': 1.34209982545963, 'RESULT2': 2.9870554337717}
Final-results: {'RESULT1': 1.34209982545963, 'RESULT2': 2.9870554337717}
EXIT_CODE: 0
submitit INFO (2026-03-29 05:59:01,234) - Job completed successfully
submitit INFO (2026-03-29 05:59:01,234) - Exiting after successful completion