OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 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
nan	nan	nan	nan	2.8982917954	-58	-85.45798003673553	-8	1	1.399861246

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

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

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-07-20 08:15:14 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 4 done, █▆▁▄, finishing jobs, finished 1 job

Git-Version

Commit: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (9398)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,2.898291795400000037119525586604,1.399861245999999947997594063054,-58,-85.45798003673553466796875,-8,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,2.099143702600000160884974320652,1.554980547900000065197900767089,-41,-3.772373292181142367951451888075,-97,2
2,1784535285,2,03db1bad-4ad8-4f56-8304-d2cdb4c7ce61,1784535287,1784535293,6,./.tests/optimization_example --int_param='5' --float_param='-54.22697861418030385039' --choice_param='hallo'  --int_param_two='-9' --nr_results=2,0,,runnervm3jd5f,5,-9,-54.226978614180303850389464059845,hallo,2_0,COMPLETED,BOTORCH_MODULAR,2.362893922100000043684531192412,1.968085060399999974833917804062,5,-54.226978614180303850389464059845,-9,hallo
3,1784535301,2,03db1bad-4ad8-4f56-8304-d2cdb4c7ce61,1784535303,1784535309,6,./.tests/optimization_example --int_param='-62' --float_param='-28.64833253283298830638' --choice_param='2'  --int_param_two='-75' --nr_results=2,0,,runnervm3jd5f,-62,-75,-28.648332532832988306381594156846,2,3_0,COMPLETED,BOTORCH_MODULAR,2.012130783728450111880192707758,1.670069782602700003693030339491,-62,-28.648332532832988306381594156846,-75,2

config_objectives not found


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

Current git-hash: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (version: 9398)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 08:14:40] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 063bbe52-04a0-43a9-8b63-98eeea1c7530
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
                              | |              
                              |_|              

omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BOTORCH_MODULAR&run_nr=52 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 4 steps.
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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -58    │ -85.45798003673553  │      -8       │      1       │   1.399861246   │   2.8982917954   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼─────────────────┼──────────────────┤
│      1      │    -41    │ -3.7723732921811424 │      -97      │      2       │  1.5549805479   │   2.0991437026   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼─────────────────┼──────────────────┤
│      3      │    -62    │ -28.64833253283299  │      -75      │      2       │ 1.6700697826027 │ 2.01213078372845 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴─────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 48s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.399861246                                                                                                                                                                      │
│    🏆 Best RESULT2: 2.01213078372845                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 08:14:44 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 08:14:45 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 08:14:45 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.13 s/job
2026-07-20 08:14:45 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 08:14:45 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, starting new job                   
2026-07-20 08:14:45 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, started new job                    
2026-07-20 08:14:55 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, new result: RESULT1: 1.968085, RESULT2: 2.362894
2026-07-20 08:14:58 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, finishing jobs, finished 1 job     
2026-07-20 08:15:01 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, getting new HP set (no sbatch)     
2026-07-20 08:15:01 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, requested 1 jobs, got 1, 2.08 s/job
2026-07-20 08:15:01 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, eval #1/1 start                    
2026-07-20 08:15:01 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, starting new job                   
2026-07-20 08:15:01 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, started new job                    
2026-07-20 08:15:10 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 3 done, █▆▁, new result: RESULT1: 1.670070, RESULT2: 2.012131
2026-07-20 08:15:14 (03db1bad-4ad8-4f56-8304-d2cdb4c7ce61): BOTORCH_MODULAR, 4 done, █▆▁▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.272 │    1 │        0.272 │
│       2 │   0.140 │    1 │        0.140 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.206 │      │              │
│  Median │   0.206 │      │              │
│   Total │   0.412 │      │              │
│     Max │   0.272 │      │              │
│     Min │   0.140 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.125 │    1 │        1.125 │
│         2 │   2.079 │    1 │        2.079 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.602 │      │              │
│    Median │   1.602 │      │              │
│     Total │   3.204 │      │              │
│       Max │   2.079 │      │              │
│       Min │   1.125 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_BOTORCH_MODULAR/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	False
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	False
revert_to_random_when_seemingly_exhausted	True
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
disable_notifications	False
dump_config	None
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	20
worker_timeout	30
slurm_use_srun	False
time
partition
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	False
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
1784535282,889.8359375,26.6

`RESULT1` (goal: minimize)

Best value: 1.399861246
Achieved at:
- int_param = -58 (r=0.835, strong positive correlation)
- RESULT2 = 2.8982917954 (r=-0.403, moderate negative correlation)
- int_param_two = -8 (r=0.198, weak positive correlation)
- float_param = -85.457980036736 (r=0.143, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.0121307837285
Achieved at:
- float_param = -28.648332532833 (r=-0.91, strong negative correlation)
- int_param_two = -75 (r=0.803, strong positive correlation)
- RESULT1 = 1.6700697826027 (r=-0.403, moderate negative correlation)
- int_param = -62 (r=-0.043, 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.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-62	5	-28.5	33.5	2
OO_Info_int_param_two	-75	-9	-42	33	2
OO_Info_float_param	-54.227	-28.6483	-41.4377	12.7893	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.0121	2.8983	2.3431	0.3456	4
RESULT1	1.3999	1.9681	1.6482	0.2081	4
int_param	-62	5	-39	26.5989	4
float_param	-85.458	-3.7724	-43.0264	30.3047	4
int_param_two	-97	-8	-47.25	39.5245	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 08:14:46,228) - Starting with JobEnvironment(job_id=153763, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 08:14:46,229) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/153763/153763_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 5, "float_param": -54.226978614180304, "int_param_two": -9, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='5' --float_param='-54.22697861418030385039' --choice_param='hallo'  --int_param_two='-9' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784531250.260499
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784531965.9426248
Last modification: 1784531250.260499
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='5' --float_param='-54.22697861418030385039' --choice_param='hallo'  --int_param_two='-9' --nr_results=2 
stdout:
 OO-Info: int_param: 5
OO-Info: int_param_two: -9
OO-Info: float_param: -54.22697861418030385039
OO-Info: choice_param: hallo
RESULT1: 1.96808506043545
RESULT2: 2.36289392211208

stderr was empty
Result: {'RESULT1': 1.96808506043545, 'RESULT2': 2.36289392211208}
Final-results: {'RESULT1': 1.96808506043545, 'RESULT2': 2.36289392211208}
EXIT_CODE: 0
submitit INFO (2026-07-20 08:14:53,975) - Job completed successfully
submitit INFO (2026-07-20 08:14:53,975) - Exiting after successful completion