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…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-16.0	-22.0	-4.17133156…	16.0	2.2624232576…	-16	-4.17133156…	-22	16	1.147135747…

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 20:06:29 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 4 done, ▁▁▃█, finishing jobs, finished 1 job

Git-Version

Commit: bb3da5498a7ec1994891f33dac83f626ca69e85c (9411)

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,2.074352037500000189851334653213,1.891777056300000037225572668831,9,-11.15874588489532470703125,-57,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,2.525341678300000225476651394274,1.810378946900000007858011485951,-97,-88.186403765101715634955326095223,-58,4
2,1784577957,2,de42a4ca-c499-4dbc-aa1e-612f20eb9cb2,1784577959,1784577965,6,./.tests/optimization_example --int_param='-77' --float_param='-3.897430241997136946' --choice_param='16'  --int_param_two='6' --nr_results=2,0,,runnervm3jd5f,-77,6,-3.897430241997136945997226575855,16,2_0,COMPLETED,BOTORCH_MODULAR,2.540937936299999755362932774005,1.672283013399999962445008350187,-77,-3.897430241997136945997226575855,6,16
3,1784577976,2,de42a4ca-c499-4dbc-aa1e-612f20eb9cb2,1784577978,1784577984,6,./.tests/optimization_example --int_param='-16' --float_param='-4.17133156205208965872' --choice_param='16'  --int_param_two='-22' --nr_results=2,0,,runnervm3jd5f,-16,-22,-4.171331562052089658720888110111,16,3_0,COMPLETED,BOTORCH_MODULAR,2.262423257666770215479346006759,1.147135747670289918076491630927,-16,-4.171331562052089658720888110111,-22,16

config_objectives not found


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

Current git-hash: bb3da5498a7ec1994891f33dac83f626ca69e85c (version: 9411)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:05:52] 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: ef4e7182-fc01-4b93-b865-43f1b634a504
/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.")
                                                                             
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@!@  !@!  @!! !!@ @!@  @!@ !!@!  !!@  @!@  !@!  @!@@!@!     @!!       !!@    
!@!  !!!  !@!   ! !@!  !@!  !!!  !!!  !@!  !!!  !!@!!!      !!!      !!:     
!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
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::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
 : :  :    :      :    ::    :   :     : :  :    :           :     :: : :::  
                                                                             

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=161 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      │     9     │ -11.158745884895325 │      -57      │      2       │   1.8917770563   │   2.0743520375   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -16    │  -4.17133156205209  │      -22      │      16      │ 1.14713574767029 │ 2.26242325766677 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 50s                                                                                                                               │
│    🏆 Best RESULT1: 1.14713574767029                                                                                                               │
│    🏆 Best RESULT2: 2.0743520375                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                        │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:05:56 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 20:05:57 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 20:05:57 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.13 s/job
2026-07-20 20:05:57 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 20:05:57 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, starting new job                   
2026-07-20 20:05:58 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, started new job                    
2026-07-20 20:06:07 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, new result: RESULT1: 1.672283, RESULT2: 2.540938
2026-07-20 20:06:10 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, finishing jobs, finished 1 job     
2026-07-20 20:06:16 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, getting new HP set (no sbatch)     
2026-07-20 20:06:16 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, requested 1 jobs, got 1, 6.13 s/job
2026-07-20 20:06:16 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, eval #1/1 start                    
2026-07-20 20:06:16 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, starting new job                   
2026-07-20 20:06:17 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, started new job                    
2026-07-20 20:06:26 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 3 done, ▁▃█, new result: RESULT1: 1.147136, RESULT2: 2.262423
2026-07-20 20:06:29 (de42a4ca-c499-4dbc-aa1e-612f20eb9cb2): BOTORCH_MODULAR, 4 done, ▁▁▃█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.275 │    1 │        0.275 │
│       2 │   0.122 │    1 │        0.122 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.199 │      │              │
│  Median │   0.199 │      │              │
│   Total │   0.397 │      │              │
│     Max │   0.275 │      │              │
│     Min │   0.122 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.127 │    1 │        1.127 │
│         2 │   6.129 │    1 │        6.129 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.628 │      │              │
│    Median │   3.628 │      │              │
│     Total │   7.256 │      │              │
│       Max │   6.129 │      │              │
│       Min │   1.127 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784577954,890.3984375,26.7

`RESULT1` (goal: minimize)

Best value: 1.1471357476703
Achieved at:
- choice_param = 16 (r=-0.768, strong negative correlation)
- int_param_two = -22 (r=-0.468, moderate negative correlation)
- float_param = -4.1713315620521 (r=-0.411, moderate negative correlation)
- int_param = -16 (r=-0.211, weak negative correlation)
- RESULT2 = 2.2624232576668 (r=0.044, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.0743520375
Achieved at:
- int_param = 9 (r=-0.972, strong negative correlation)
- float_param = -11.158745884895 (r=-0.46, moderate negative correlation)
- int_param_two = -57 (r=0.421, moderate positive correlation)
- choice_param = 2 (r=0.349, weak positive correlation)
- RESULT1 = 1.8917770563 (r=0.044, weak positive 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	-77	-16	-46.5	30.5	2
OO_Info_int_param_two	-22	6	-8	14	2
OO_Info_float_param	-4.1713	-3.8974	-4.0344	0.137	2
OO_Info_choice_param	16	16	16	0	2
RESULT2	2.0744	2.5409	2.3508	0.1942	4
RESULT1	1.1471	1.8918	1.6304	0.2898	4
int_param	-97	9	-45.25	43.2572	4
float_param	-88.1864	-3.8974	-26.8535	35.53	4
int_param_two	-58	6	-32.75	26.6587	4
choice_param	2	16	9.5	6.5383	4

submitit INFO (2026-07-20 20:05:58,268) - Starting with JobEnvironment(job_id=148878, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:05:58,269) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/148878/148878_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -77, "float_param": -3.897430241997137, "int_param_two": 6, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-77' --float_param='-3.897430241997136946' --choice_param='16'  --int_param_two='6' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574190.2052464
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574834.65346
Last modification: 1784574190.2052464
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-77' --float_param='-3.897430241997136946' --choice_param='16'  --int_param_two='6' --nr_results=2 
stdout:
 OO-Info: int_param: -77
OO-Info: int_param_two: 6
OO-Info: float_param: -3.897430241997136946
OO-Info: choice_param: 16
RESULT1: 1.67228301342493
RESULT2: 2.54093793625677

stderr was empty
Result: {'RESULT1': 1.67228301342493, 'RESULT2': 2.54093793625677}
Final-results: {'RESULT1': 1.67228301342493, 'RESULT2': 2.54093793625677}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:06:05,875) - Job completed successfully
submitit INFO (2026-07-20 20:06:05,876) - Exiting after successful completion