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
-100.0	-19.0	7.530589548…	8.0	2.740923802…	-100	7.5305895486…	-19	8	1.2812480462

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 20:57:03 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 4 done, ▁▅█▃, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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,1.598816055599999952363532429445,2.053997604300000112687030195957,-9,-77.4591481685638427734375,-28,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.416456434699999933357617010188,2.99466238740000001428143150406,-100,10,-100,1
2,1784580994,2,84310dc3-ec6c-4697-9c89-9bf74232ce81,1784580996,1784581002,6,./.tests/optimization_example --int_param='-100' --float_param='7.53058954869068308824' --choice_param='8'  --int_param_two='-19' --nr_results=2,0,,runnervm3jd5f,-100,-19,7.530589548690683088238984055351,8,2_0,COMPLETED,BO_MIXED,1.281248046199999990335527400021,2.740923802700000244669809035258,-100,7.530589548690683088238984055351,-19,8
3,1784581012,1,84310dc3-ec6c-4697-9c89-9bf74232ce81,1784581013,1784581019,6,./.tests/optimization_example --int_param='-9' --float_param='-77.81847662399461285077' --choice_param='8'  --int_param_two='-90' --nr_results=2,0,,runnervm3jd5f,-9,-90,-77.818476623994612850765406619757,8,3_0,COMPLETED,BO_MIXED,1.466615462050870011267988957115,2.79928069337936014093770609179,-9,-77.818476623994612850765406619757,-90,8

config_objectives not found


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:56:30] 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: 8ec60abc-c0fd-4721-b3cd-98ea80f88eb4
/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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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=165 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       ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│      0      │    -9     │ -77.45914816856384 │      -28      │      4       │ 1.5988160556 │    2.0539976043    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      2      │   -100    │ 7.530589548690683  │      -19      │      8       │ 1.2812480462 │ 2.7409238027000002 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 42s                                                                                                                               │
│    🏆 Best RESULT1: 1.2812480462                                                                                                                   │
│    🏆 Best RESULT2: 2.0539976043                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                               │
│    🤖 Model: BO_MIXED                                                                                                                              │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:56:32 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, Started OmniOpt2 run...
2026-07-20 20:56:34 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, getting new HP set (no sbatch)
2026-07-20 20:56:34 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, requested 1 jobs, got 1, 2.01 s/job
2026-07-20 20:56:34 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, eval #1/1 start                    
2026-07-20 20:56:34 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, starting new job                   
2026-07-20 20:56:35 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, started new job                    
2026-07-20 20:56:43 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, new result: RESULT1: 1.281248, RESULT2: 2.740924
2026-07-20 20:56:45 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, finishing jobs, finished 1 job     
2026-07-20 20:56:52 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, getting new HP set (no sbatch)     
2026-07-20 20:56:52 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, requested 1 jobs, got 1, 6.43 s/job
2026-07-20 20:56:52 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, eval #1/1 start                    
2026-07-20 20:56:52 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, starting new job                   
2026-07-20 20:56:52 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, started new job                    
2026-07-20 20:57:00 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 3 done, ▁▅█, new result: RESULT1: 1.466615, RESULT2: 2.799281
2026-07-20 20:57:03 (84310dc3-ec6c-4697-9c89-9bf74232ce81): BO_MIXED, 4 done, ▁▅█▃, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.187 │    1 │        0.187 │
│       2 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.130 │      │              │
│  Median │   0.130 │      │              │
│   Total │   0.261 │      │              │
│     Max │   0.187 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.015 │    1 │        2.015 │
│         2 │   6.425 │    1 │        6.425 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.220 │      │              │
│    Median │   4.220 │      │              │
│     Total │   8.440 │      │              │
│       Max │   6.425 │      │              │
│       Min │   2.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784580991,890.40234375,27.3

`RESULT1` (goal: minimize)

Best value: 1.2812480462
Achieved at:
- int_param = -100 (r=0.809, strong positive correlation)
- float_param = 7.5305895486907 (r=-0.799, strong negative correlation)
- RESULT2 = 2.7409238027 (r=-0.701, strong negative correlation)
- choice_param = 8 (r=-0.345, weak negative correlation)
- int_param_two = -19 (r=-0.078, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.0539976043
Achieved at:
- RESULT1 = 1.5988160556 (r=-0.701, strong negative correlation)
- int_param_two = -28 (r=-0.656, moderate negative correlation)
- float_param = -77.459148168564 (r=0.624, moderate positive correlation)
- int_param = -9 (r=-0.621, moderate negative correlation)
- choice_param = 4 (r=-0.014, 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	-100	-9	-54.5	45.5	2
OO_Info_int_param_two	-90	-19	-54.5	35.5	2
OO_Info_float_param	-77.8185	7.5306	-35.1439	42.6745	2
OO_Info_choice_param	8	8	8	0	2
RESULT1	1.2812	1.5988	1.4408	0.1137	4
RESULT2	2.054	2.9947	2.6472	0.3552	4
int_param	-100	-9	-54.5	45.5	4
float_param	-77.8185	10	-34.4368	43.2111	4
int_param_two	-100	-19	-59.25	36.065	4
choice_param	1	8	5.25	2.9475	4

submitit INFO (2026-07-20 20:56:35,313) - Starting with JobEnvironment(job_id=157919, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:56:35,313) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/157919/157919_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 7.530589548690683, "choice_param": 8, "int_param_two": -19}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='7.53058954869068308824' --choice_param='8'  --int_param_two='-19' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='7.53058954869068308824' --choice_param='8'  --int_param_two='-19' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -19
OO-Info: float_param: 7.53058954869068308824
OO-Info: choice_param: 8
RESULT1: 1.28124804615891
RESULT2: 2.74092380269164

stderr was empty
Result: {'RESULT1': 1.28124804615891, 'RESULT2': 2.74092380269164}
Final-results: {'RESULT1': 1.28124804615891, 'RESULT2': 2.74092380269164}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:56:42,444) - Job completed successfully
submitit INFO (2026-07-20 20:56:42,444) - Exiting after successful completion