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_choi…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
nan	nan	nan	nan	2.870964927…	-100	2.2316426038…	6	8	1.0046627855

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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 12:12:15 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 4 done, █▅▁▁, finishing jobs, finished 1 job

Git-Version

Commit: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (9405)

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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.004662785500000099503381534305,2.870964927700000224319865083089,-100,2.23164260387420654296875,6,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.174391214299999930403828329872,2.648306041800000176777984961518,-56,-86.334277295585934552946127951145,-80,16
2,1784549510,2,efa0e223-e2c4-44bf-83dd-0e6c148693df,1784549512,1784549518,6,./.tests/optimization_example --int_param='-20' --float_param='-17.7828481587397959629' --choice_param='8'  --int_param_two='-65' --nr_results=2,0,,runnervm3jd5f,-20,-65,-17.782848158739795962901553139091,8,2_0,COMPLETED,UNIFORM,1.463705971900000069041425376781,2.467814569699999793783717905171,-20,-17.782848158739795962901553139091,-65,8
3,1784549523,1,efa0e223-e2c4-44bf-83dd-0e6c148693df,1784549524,1784549530,6,./.tests/optimization_example --int_param='-45' --float_param='-74.52328848683306716794' --choice_param='1'  --int_param_two='-26' --nr_results=2,0,,runnervm3jd5f,-45,-26,-74.523288486833052957081235945225,1,3_0,COMPLETED,UNIFORM,1.454165860618559902306401454553,2.878674908398779930251976111322,-45,-74.523288486833067167935951147228,-26,1

config_objectives not found


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

Current git-hash: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (version: 9405)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 12:11:44] 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: 26ea2b78-70be-4bad-ba2e-dc4f010cdb00
/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_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=55 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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      │   -100    │ 2.2316426038742065  │       6       │      8       │ 1.0046627855 │ 2.8709649277000002 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      1      │    -56    │ -86.33427729558593  │      -80      │      16      │ 1.1743912143 │    2.6483060418    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      2      │    -20    │ -17.782848158739796 │      -65      │      8       │ 1.4637059719 │    2.4678145697    │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 44s                                                                                                                               │
│    🏆 Best RESULT1: 1.0046627855                                                                                                                   │
│    🏆 Best RESULT2: 2.4678145697                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                │
│    🤖 Model: UNIFORM                                                                                                                               │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, Started OmniOpt2 run...
2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, getting new HP set (no sbatch)
2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, eval #1/1 start                    
2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, starting new job                   
2026-07-20 12:11:50 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, started new job                    
2026-07-20 12:11:59 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, new result: RESULT1: 1.463706, RESULT2: 2.467815
2026-07-20 12:12:02 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, finishing jobs, finished 1 job     
2026-07-20 12:12:03 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, getting new HP set (no sbatch)     
2026-07-20 12:12:03 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, requested 1 jobs, got 1, 0.14 s/job
2026-07-20 12:12:03 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, eval #1/1 start                    
2026-07-20 12:12:03 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, starting new job                   
2026-07-20 12:12:03 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, started new job                    
2026-07-20 12:12:12 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 3 done, █▅▁, new result: RESULT1: 1.454166, RESULT2: 2.878675
2026-07-20 12:12:15 (efa0e223-e2c4-44bf-83dd-0e6c148693df): UNIFORM, 4 done, █▅▁▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.114 │    1 │        0.114 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.189 │      │              │
│  Median │   0.189 │      │              │
│   Total │   0.377 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.114 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.057 │    1 │        0.057 │
│         2 │   0.135 │    1 │        0.135 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.096 │      │              │
│    Median │   0.096 │      │              │
│     Total │   0.192 │      │              │
│       Max │   0.135 │      │              │
│       Min │   0.057 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
1784549506,890.2578125,26.7

`RESULT1` (goal: minimize)

Best value: 1.0046627855
Achieved at:
- int_param = -100 (r=0.919, strong positive correlation)
- choice_param = 8 (r=-0.499, moderate negative correlation)
- int_param_two = 6 (r=-0.406, moderate negative correlation)
- RESULT2 = 2.8709649277 (r=-0.398, weak negative correlation)
- float_param = 2.2316426038742 (r=-0.303, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.4678145697
Achieved at:
- int_param_two = -65 (r=0.797, strong positive correlation)
- int_param = -20 (r=-0.706, strong negative correlation)
- choice_param = 8 (r=-0.463, moderate negative correlation)
- RESULT1 = 1.4637059719 (r=-0.398, weak negative correlation)
- float_param = -17.78284815874 (r=-0.057, 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	-45	-20	-32.5	12.5	2
OO_Info_int_param_two	-65	-26	-45.5	19.5	2
OO_Info_float_param	-74.5233	-17.7828	-46.1531	28.3702	2
OO_Info_choice_param	1	8	4.5	3.5	2
RESULT1	1.0047	1.4637	1.2742	0.1942	4
RESULT2	2.4678	2.8787	2.7164	0.1708	4
int_param	-100	-20	-55.25	28.9428	4
float_param	-86.3343	2.2316	-44.1022	37.2442	4
int_param_two	-80	6	-41.25	33.6554	4
choice_param	1	16	8.25	5.3092	4

submitit INFO (2026-07-20 12:11:50,701) - Starting with JobEnvironment(job_id=153209, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 12:11:50,702) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/153209/153209_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -20, "float_param": -17.782848158739796, "int_param_two": -65, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-20' --float_param='-17.7828481587397959629' --choice_param='8'  --int_param_two='-65' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784545500.662404
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784546143.6552336
Last modification: 1784545500.662404
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-20' --float_param='-17.7828481587397959629' --choice_param='8'  --int_param_two='-65' --nr_results=2 
stdout:
 OO-Info: int_param: -20
OO-Info: int_param_two: -65
OO-Info: float_param: -17.7828481587397959629
OO-Info: choice_param: 8
RESULT1: 1.46370597191072
RESULT2: 2.4678145696848

stderr was empty
Result: {'RESULT1': 1.46370597191072, 'RESULT2': 2.4678145696848}
Final-results: {'RESULT1': 1.46370597191072, 'RESULT2': 2.4678145696848}
EXIT_CODE: 0
submitit INFO (2026-07-20 12:11:58,226) - Job completed successfully
submitit INFO (2026-07-20 12:11:58,226) - Exiting after successful completion