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_choi…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
nan	nan	nan	nan	2.746064721	10	10.0	10	8	1.6116325381

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

2026-08-09 04:51:39 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 4 done, ▁█▆▁, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,1.868427812700000023582447283843,2.101182698100000134644460558775,-92,-53.591478168964385986328125,-71,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.611632538100000067160522121412,2.746064721000000208306346394238,10,10,10,8
2,1786251046,1,93e936ab-f87f-4b9b-aad2-a21f7c1a447f,1786251047,1786251053,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='hallo'  --int_param_two='-100' --nr_results=2,0,,runnervmliwqe,10,-100,10,hallo,2_0,COMPLETED,SAASBO,1.655816990499999974417733028531,2.345729592100000093779499366065,10,10,-100,hallo
3,1786251088,1,93e936ab-f87f-4b9b-aad2-a21f7c1a447f,1786251089,1786251095,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmliwqe,-100,10,-100,hallo,3_0,COMPLETED,SAASBO,1.872221049693510108724581186834,2.406767684125469930478402602603,-100,-100,10,hallo


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 08-09 04:50:12] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: f2916005-7163-4708-a6bc-73cd7d02e0b9
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _____________________________________________
| OmniOpt2 - Unlocking the secrets of the grid. |
  =============================================
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                                                                .---.  <    > <    >  .---.
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                                                    _____        ~-..-~             ~-..-~
                                                   |     |   \~~~\.'                    `./~~~/
                                                  ---------   \__/                        \__/
                                                 .'  O    \     /               /       \  "
                                                (_____,    `._.'               |         }  \/~~~/
                                                 `----.          /       }     |        /    \__/
                                                       `-.      |       /      |       /      `. ,~~|
                                                           ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                |     /        |     /     ~-.     `-. _|| _||_
                                                                |_____|        |_____|         ~ - . _ _ _ _ __>
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=1 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         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
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      │    -92    │ -53.591478168964386 │      -71      │      16      │ 1.8684278127 │ 2.1011826981 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      1      │    10     │         10          │      10       │      8       │ 1.6116325381 │ 2.746064721  │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    10     │         10          │     -100      │    hallo     │ 1.6558169905 │ 2.3457295921 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 92s (1m32s)                                                                                                                       │
│    🏆 Best RESULT1: 1.6116325381                                                                                                                   │
│    🏆 Best RESULT2: 2.1011826981                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                 │
│    🤖 Model: SAASBO                                                                                                                                │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-09 04:50:14 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, Started OmniOpt2 run...
2026-08-09 04:50:46 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, getting new HP set (no sbatch)
2026-08-09 04:50:46 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, requested 1 jobs, got 1, 31.67 s/job
2026-08-09 04:50:46 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, eval #1/1 start                     
2026-08-09 04:50:46 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, starting new job                    
2026-08-09 04:50:46 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, started new job                     
2026-08-09 04:50:54 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, new result: RESULT1: 1.655817, RESULT2: 2.345730
2026-08-09 04:50:56 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, finishing jobs, finished 1 job     
2026-08-09 04:51:28 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, getting new HP set (no sbatch)     
2026-08-09 04:51:28 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, requested 1 jobs, got 1, 31.76 s/job
2026-08-09 04:51:28 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, eval #1/1 start                     
2026-08-09 04:51:28 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, starting new job                    
2026-08-09 04:51:28 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, started new job                     
2026-08-09 04:51:36 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 3 done, ▁█▆, new result: RESULT1: 1.872221, RESULT2: 2.406768
2026-08-09 04:51:39 (93e936ab-f87f-4b9b-aad2-a21f7c1a447f): SAASBO, 4 done, ▁█▆▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.059 │    1 │        0.059 │
│       2 │   0.054 │    1 │        0.054 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.056 │      │              │
│  Median │   0.056 │      │              │
│   Total │   0.113 │      │              │
│     Max │   0.059 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  31.672 │    1 │       31.672 │
│         2 │  31.759 │    1 │       31.759 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  31.715 │      │              │
│    Median │  31.715 │      │              │
│     Total │  63.431 │      │              │
│       Max │  31.759 │      │              │
│       Min │  31.672 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786251012,756.18359375,29.9
1786251088,868.875,39.1

`RESULT1` (goal: minimize)

Best value: 1.6116325381
Achieved at:
- int_param = 10 (r=-0.991, strong negative correlation)
- float_param = 10 (r=-0.931, strong negative correlation)
- RESULT2 = 2.746064721 (r=-0.704, strong negative correlation)
- int_param_two = 10 (r=0.05, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.1011826981
Achieved at:
- RESULT1 = 1.8684278127 (r=-0.704, strong negative correlation)
- int_param_two = -71 (r=0.671, moderate positive correlation)
- int_param = -92 (r=0.608, moderate positive correlation)
- float_param = -53.591478168964 (r=0.427, moderate 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	-100	10	-45	55	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.6116	1.8722	1.752	0.1193	4
RESULT2	2.1012	2.7461	2.3999	0.2302	4
int_param	-100	10	-43	53.0754	4
float_param	-100	10	-33.3979	46.3961	4
int_param_two	-100	10	-37.75	48.8384	4
choice_param	No numerical statistics available

submitit INFO (2026-08-09 04:50:46,203) - Starting with JobEnvironment(job_id=146497, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 04:50:46,203) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/146497/146497_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='hallo'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786248612.4031615
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786249033.611436
Last modification: 1786248612.4031615
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='hallo'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: 10
OO-Info: choice_param: hallo
RESULT1: 1.65581699049017
RESULT2: 2.34572959211388

stderr was empty
Result: {'RESULT1': 1.65581699049017, 'RESULT2': 2.34572959211388}
Final-results: {'RESULT1': 1.65581699049017, 'RESULT2': 2.34572959211388}
EXIT_CODE: 0
submitit INFO (2026-08-09 04:50:53,141) - Job completed successfully
submitit INFO (2026-08-09 04:50:53,141) - Exiting after successful completion