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
-46.0	-76.0	-47.04281708618782	1.0	2.7370624238	-46	-47.04281708618782	-76	1	1.0037890245

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

2026-07-16 06:51:45 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 4 done, ▅▁█▂, finishing jobs, finished 1 job

Git-Version

Commit: 611f002d8dffbbf7205b3e78c037f864a1724a32 (9375-1-g611f002d8)

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,2.355133028800000083435861597536,1.293571866900000033595574677747,-61,-38.5364997386932373046875,-47,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.433312739599999829920307092834,1.7198587041999999769359419588,10,-100,10,2
2,1784184670,2,22fe42ec-ce58-4a04-8d7e-a08d9c976772,1784184672,1784184678,6,./.tests/optimization_example --int_param='-46' --float_param='-47.04281708618781721043' --choice_param='1'  --int_param_two='-76' --nr_results=2,0,,runnervm3jd5f,-46,-76,-47.042817086187817210429784609005,1,2_0,COMPLETED,BO_MIXED,2.737062423799999866247389945784,1.003789024500000071071781349019,-46,-47.042817086187817210429784609005,-76,1
3,1784184692,2,22fe42ec-ce58-4a04-8d7e-a08d9c976772,1784184694,1784184700,6,./.tests/optimization_example --int_param='-44' --float_param='-48.24268878700916474145' --choice_param='1'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-44,-100,-48.242688787009164741448330460116,1,3_0,COMPLETED,BO_MIXED,2.285066091545989941380412346916,1.534092212868020110860811655584,-44,-48.242688787009164741448330460116,-100,1

config_objectives not found


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

Current git-hash: 611f002d8dffbbf7205b3e78c037f864a1724a32 (last fully tested stable version 1 commit ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:50:52] 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: 6a3f1187-fcad-4ddb-bb91-a26905a1f56f
/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.")
 .88888.                      oo  .88888.             dP   d8888b. 
d8'   `8b                        d8'   `8b            88       `88 
88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
Y8.   .8P 88  88  88 88    88 88 Y8.   .8P 88.  .88   88   88.     
 `8888P'  dP  dP  dP dP    dP dP  `8888P'  88Y888P'   dP   Y88888P 
                                           88                      
                                           dP                      

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=33 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      │    -61    │ -38.53649973869324  │      -47      │      1       │   1.2935718669   │   2.3551330288   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -46    │ -47.04281708618782  │      -76      │      1       │   1.0037890245   │   2.7370624238   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -44    │ -48.242688787009165 │     -100      │      1       │ 1.53409221286802 │ 2.28506609154599 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 65s (1m5s)                                                                                                                                                                          │
│    🏆 Best RESULT1: 1.0037890245                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.28506609154599                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:50:56 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, Started OmniOpt2 run...
2026-07-16 06:51:10 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, getting new HP set (no sbatch)
2026-07-16 06:51:10 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, requested 1 jobs, got 1, 13.97 s/job
2026-07-16 06:51:10 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, eval #1/1 start                     
2026-07-16 06:51:10 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, starting new job                    
2026-07-16 06:51:10 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, started new job                     
2026-07-16 06:51:19 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, new result: RESULT1: 1.003789, RESULT2: 2.737062
2026-07-16 06:51:22 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, finishing jobs, finished 1 job     
2026-07-16 06:51:32 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, getting new HP set (no sbatch)     
2026-07-16 06:51:32 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, requested 1 jobs, got 1, 10.33 s/job
2026-07-16 06:51:32 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, eval #1/1 start                     
2026-07-16 06:51:32 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, starting new job                    
2026-07-16 06:51:32 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, started new job                     
2026-07-16 06:51:41 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 3 done, ▅▁█, new result: RESULT1: 1.534092, RESULT2: 2.285066
2026-07-16 06:51:45 (22fe42ec-ce58-4a04-8d7e-a08d9c976772): BO_MIXED, 4 done, ▅▁█▂, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.267 │    1 │        0.267 │
│       2 │   0.122 │    1 │        0.122 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.194 │      │              │
│  Median │   0.194 │      │              │
│   Total │   0.389 │      │              │
│     Max │   0.267 │      │              │
│     Min │   0.122 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  13.970 │    1 │       13.970 │
│         2 │  10.325 │    1 │       10.325 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  12.148 │      │              │
│    Median │  12.148 │      │              │
│     Total │  24.295 │      │              │
│       Max │  13.970 │      │              │
│       Min │  10.325 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784184653,890.0703125,26.7

`RESULT1` (goal: minimize)

Best value: 1.0037890245
Achieved at:
- choice_param = 1 (r=0.714, strong positive correlation)
- float_param = -47.042817086188 (r=-0.712, strong negative correlation)
- RESULT2 = 2.7370624238 (r=-0.708, strong negative correlation)
- int_param = -46 (r=0.702, strong positive correlation)
- int_param_two = -76 (r=0.506, moderate positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.285066091546
Achieved at:
- RESULT1 = 1.534092212868 (r=-0.708, strong negative correlation)
- choice_param = 1 (r=-0.065, weak negative correlation)
- float_param = -48.242688787009 (r=0.024, weak positive correlation)
- int_param_two = -100 (r=-0.017, weak negative correlation)
- int_param = -44 (r=0.002, 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	-46	-44	-45	1	2
OO_Info_int_param_two	-100	-76	-88	12	2
OO_Info_float_param	-48.2427	-47.0428	-47.6428	0.5999	2
OO_Info_choice_param	1	1	1	0	2
RESULT2	2.2851	2.7371	2.4526	0.1724	4
RESULT1	1.0038	1.7199	1.3878	0.2683	4
int_param	-61	10	-35.25	26.9386	4
float_param	-100	-38.5365	-58.4555	24.2758	4
int_param_two	-100	10	-53.25	41.0571	4
choice_param	1	2	1.25	0.433	4

submitit INFO (2026-07-16 06:51:10,606) - Starting with JobEnvironment(job_id=165854, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:51:10,606) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/165854/165854_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -46, "float_param": -47.04281708618782, "choice_param": 1, "int_param_two": -76}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-46' --float_param='-47.04281708618781721043' --choice_param='1'  --int_param_two='-76' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784180735.663052
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784181406.1564925
Last modification: 1784180735.663052
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-46' --float_param='-47.04281708618781721043' --choice_param='1'  --int_param_two='-76' --nr_results=2 
stdout:
 OO-Info: int_param: -46
OO-Info: int_param_two: -76
OO-Info: float_param: -47.04281708618781721043
OO-Info: choice_param: 1
RESULT1: 1.00378902450121
RESULT2: 2.73706242381328

stderr was empty
Result: {'RESULT1': 1.00378902450121, 'RESULT2': 2.73706242381328}
Final-results: {'RESULT1': 1.00378902450121, 'RESULT2': 2.73706242381328}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:51:18,168) - Job completed successfully
submitit INFO (2026-07-16 06:51:18,168) - Exiting after successful completion