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
10.0	-100.0	10.0	2.0	2.56653121076258	10	10.0	-100	2	1.15535126191481

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	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 08:13:23 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 4 done, ▅▁▃█, finishing jobs, finished 1 job

Git-Version

Commit: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (9398)

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,1.419314660199999966749828672619,2.07380652179999991346903698286,-78,-89.0905936062335968017578125,-78,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.858191177999999998959879121685,2.219566038900000037870086089242,10,10,10,hallo
2,1784535132,2,dc434b46-75a0-47b1-ac26-7ef990be8f1e,1784535134,1784535140,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,-100,-100,-100,8,2_0,COMPLETED,SAASBO,1.643953173499999920181835477706,2.723553277899999791600293974625,-100,-100,-100,8
3,1784535190,2,dc434b46-75a0-47b1-ac26-7ef990be8f1e,1784535192,1784535198,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='-100' --nr_results=2,0,,runnervm3jd5f,10,-100,10,2,3_0,COMPLETED,SAASBO,1.155351261914810079289850364148,2.566531210762580172968227998354,10,10,-100,2

config_objectives not found


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

Current git-hash: e5400cf5355eafc83fee2560bf8d06d5d8a990a6 (version: 9398)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 08:11:21] 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: a425ef8f-85d2-4655-a0ac-d359598df283
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Inception-level optimization: going de |
| eper with every layer.                            |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=54 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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      │    -78    │ -89.0905936062336 │      -78      │      2       │   1.4193146602   │   2.0738065218   │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    10     │        10         │     -100      │      2       │ 1.15535126191481 │ 2.56653121076258 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 136s (2m16s)                                                                                                                                                                        │
│    🏆 Best RESULT1: 1.15535126191481                                                                                                                                                                 │
│    🏆 Best RESULT2: 2.0738065218                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                                                                   │
│    🤖 Model: SAASBO                                                                                                                                                                                  │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 08:11:26 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, Started OmniOpt2 run...
2026-07-20 08:12:12 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, getting new HP set (no sbatch)
2026-07-20 08:12:12 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, requested 1 jobs, got 1, 46.29 s/job
2026-07-20 08:12:12 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, eval #1/1 start                     
2026-07-20 08:12:12 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, starting new job                    
2026-07-20 08:12:12 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, started new job                     
2026-07-20 08:12:21 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, new result: RESULT1: 1.643953, RESULT2: 2.723553
2026-07-20 08:12:26 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, finishing jobs, finished 1 job     
2026-07-20 08:13:10 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, getting new HP set (no sbatch)     
2026-07-20 08:13:10 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, requested 1 jobs, got 1, 43.37 s/job
2026-07-20 08:13:10 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, eval #1/1 start                     
2026-07-20 08:13:10 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, starting new job                    
2026-07-20 08:13:10 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, started new job                     
2026-07-20 08:13:19 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 3 done, █▁▄, new result: RESULT1: 1.155351, RESULT2: 2.566531
2026-07-20 08:13:23 (dc434b46-75a0-47b1-ac26-7ef990be8f1e): SAASBO, 4 done, ▅▁▃█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.280 │    1 │        0.280 │
│       2 │   0.126 │    1 │        0.126 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.203 │      │              │
│  Median │   0.203 │      │              │
│   Total │   0.405 │      │              │
│     Max │   0.280 │      │              │
│     Min │   0.126 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  46.287 │    1 │       46.287 │
│         2 │  43.372 │    1 │       43.372 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  44.830 │      │              │
│    Median │  44.830 │      │              │
│     Total │  89.659 │      │              │
│       Max │  46.287 │      │              │
│       Min │  43.372 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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
1784535082,890.26171875,26.7
1784535190,1692.88671875,37.4

`RESULT1` (goal: minimize)

Best value: 1.1553512619148
Achieved at:
- int_param_two = -100 (r=0.741, strong positive correlation)
- RESULT2 = 2.5665312107626 (r=-0.179, weak negative correlation)
- int_param = 10 (r=-0.094, weak negative correlation)
- float_param = 10 (r=-0.07, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.0738065218
Achieved at:
- int_param_two = -78 (r=-0.56, moderate negative correlation)
- RESULT1 = 1.4193146602 (r=-0.179, weak negative correlation)
- int_param = -78 (r=-0.148, weak negative correlation)
- float_param = -89.090593606234 (r=-0.076, 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	10	-45	55	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.1554	1.8582	1.5192	0.2612	4
RESULT2	2.0738	2.7236	2.3959	0.2604	4
int_param	-100	10	-39.5	50.1074	4
float_param	-100	10	-42.2726	52.4148	4
int_param_two	-100	10	-67	45.3542	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 08:12:13,066) - Starting with JobEnvironment(job_id=148725, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 08:12:13,066) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/148725/148725_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784531250.260499
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784531965.9426248
Last modification: 1784531250.260499
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT1: 1.643953173495
RESULT2: 2.72355327787542

stderr was empty
Result: {'RESULT1': 1.643953173495, 'RESULT2': 2.72355327787542}
Final-results: {'RESULT1': 1.643953173495, 'RESULT2': 2.72355327787542}
EXIT_CODE: 0
submitit INFO (2026-07-20 08:12:20,896) - Job completed successfully
submitit INFO (2026-07-20 08:12:20,896) - Exiting after successful completion