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_floa…	OO_Info_cho…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
-25.0	-58.0	-66.53833190…	8.0	2.7383184634	-25	-66.53833190…	-58	8	1.4864093003

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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 20:16:35 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 4 done, ▁▃█▄, finishing jobs, finished 1 job

Git-Version

Commit: 1d8438942b0dad3870060c63f9266acf9bdf359b (9412)

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,2.605612812700000002763545126072,1.690591324000000117422359835473,-35,-41.20642244815826416015625,-65,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.787149436900000054606607591268,1.632113134299999934739844320575,-100,-100,10,8
2,1784578561,2,62eee78e-8e05-4fb9-a87f-b643ea685d6b,1784578563,1784578569,6,./.tests/optimization_example --int_param='-25' --float_param='-66.53833190910518169403' --choice_param='8'  --int_param_two='-58' --nr_results=2,0,,runnervm3jd5f,-25,-58,-66.53833190910518169403076171875,8,2_0,COMPLETED,BO_MIXED,2.738318463400000180030247065588,1.48640930030000006922819011379,-25,-66.53833190910518169403076171875,-58,8
3,1784578582,2,62eee78e-8e05-4fb9-a87f-b643ea685d6b,1784578584,1784578590,6,./.tests/optimization_example --int_param='-30' --float_param='-50.1649042093255914665' --choice_param='2'  --int_param_two='-64' --nr_results=2,0,,runnervm3jd5f,-30,-64,-50.164904209325591466495097847655,2,3_0,COMPLETED,BO_MIXED,2.03504751166062014533508772729,1.602365542975350054533123511646,-30,-50.164904209325591466495097847655,-64,2

config_objectives not found


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

Current git-hash: 1d8438942b0dad3870060c63f9266acf9bdf359b (version: 9412)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:15:53] 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: 7d1bae71-523c-48c8-9ee0-79336ab41d76
/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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888     888888  888  888888  888888888     888888  888888   d88P"      
Y88b. .d88P888  888  888888  888888Y88b. .d88P888 d88PY88b. 888"       
 "Y88888P" 888  888  888888  888888 "Y88888P" 88888P"  "Y888888888888  
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omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=163 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      2      │    -25    │ -66.53833190910518 │      -58      │      8       │   1.4864093003   │   2.7383184634   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -30    │ -50.16490420932559 │      -64      │      2       │ 1.60236554297535 │ 2.03504751166062 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 55s                                                                                                                               │
│    🏆 Best RESULT1: 1.4864093003                                                                                                                   │
│    🏆 Best RESULT2: 2.03504751166062                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                               │
│    🤖 Model: BO_MIXED                                                                                                                              │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:15:57 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, Started OmniOpt2 run...
2026-07-20 20:16:01 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, getting new HP set (no sbatch)
2026-07-20 20:16:01 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, requested 1 jobs, got 1, 3.91 s/job
2026-07-20 20:16:01 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, eval #1/1 start                    
2026-07-20 20:16:01 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, starting new job                   
2026-07-20 20:16:01 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, started new job                    
2026-07-20 20:16:10 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, new result: RESULT1: 1.486409, RESULT2: 2.738318
2026-07-20 20:16:14 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, finishing jobs, finished 1 job     
2026-07-20 20:16:22 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, getting new HP set (no sbatch)     
2026-07-20 20:16:22 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, requested 1 jobs, got 1, 7.88 s/job
2026-07-20 20:16:22 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, eval #1/1 start                    
2026-07-20 20:16:22 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, starting new job                   
2026-07-20 20:16:22 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, started new job                    
2026-07-20 20:16:31 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 3 done, ▁▃█, new result: RESULT1: 1.602366, RESULT2: 2.035048
2026-07-20 20:16:35 (62eee78e-8e05-4fb9-a87f-b643ea685d6b): BO_MIXED, 4 done, ▁▃█▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.190 │      │              │
│  Median │   0.190 │      │              │
│   Total │   0.379 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.914 │    1 │        3.914 │
│         2 │   7.880 │    1 │        7.880 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.897 │      │              │
│    Median │   5.897 │      │              │
│     Total │  11.795 │      │              │
│       Max │   7.880 │      │              │
│       Min │   3.914 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
1784578554,889.92578125,26.7

`RESULT1` (goal: minimize)

Best value: 1.4864093003
Achieved at:
- choice_param = 8 (r=-0.45, moderate negative correlation)
- int_param = -25 (r=-0.338, weak negative correlation)
- float_param = -66.538331909105 (r=0.185, weak positive correlation)
- int_param_two = -58 (r=0.147, weak positive correlation)
- RESULT2 = 2.7383184634 (r=-0.111, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.0350475116606
Achieved at:
- choice_param = 2 (r=0.893, strong positive correlation)
- float_param = -50.164904209326 (r=-0.553, moderate negative correlation)
- int_param_two = -64 (r=0.512, moderate positive correlation)
- int_param = -30 (r=-0.452, moderate negative correlation)
- RESULT1 = 1.6023655429754 (r=-0.111, 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	-30	-25	-27.5	2.5	2
OO_Info_int_param_two	-64	-58	-61	3	2
OO_Info_float_param	-66.5383	-50.1649	-58.3516	8.1867	2
OO_Info_choice_param	2	8	5	3	2
RESULT2	2.035	2.7871	2.5415	0.2999	4
RESULT1	1.4864	1.6906	1.6029	0.0744	4
int_param	-100	-25	-47.5	30.5164	4
float_param	-100	-41.2064	-64.4774	22.4304	4
int_param_two	-65	10	-44.25	31.4354	4
choice_param	2	8	5.5	2.5981	4

submitit INFO (2026-07-20 20:16:01,950) - Starting with JobEnvironment(job_id=158109, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:16:01,951) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/158109/158109_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -25, "float_param": -66.53833190910518, "choice_param": 8, "int_param_two": -58}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-25' --float_param='-66.53833190910518169403' --choice_param='8'  --int_param_two='-58' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574490.7391434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784575141.7809556
Last modification: 1784574490.7391434
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-25' --float_param='-66.53833190910518169403' --choice_param='8'  --int_param_two='-58' --nr_results=2 
stdout:
 OO-Info: int_param: -25
OO-Info: int_param_two: -58
OO-Info: float_param: -66.53833190910518169403
OO-Info: choice_param: 8
RESULT1: 1.48640930031343
RESULT2: 2.73831846341224

stderr was empty
Result: {'RESULT1': 1.48640930031343, 'RESULT2': 2.73831846341224}
Final-results: {'RESULT1': 1.48640930031343, 'RESULT2': 2.73831846341224}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:16:09,536) - Job completed successfully
submitit INFO (2026-07-20 20:16:09,536) - Exiting after successful completion