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
nan	nan	nan	nan	2.819195815	-5	-98.84184858761728	-78	hallo	1.3149818409

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

2026-05-13 23:02:50 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 4 done, █▁▇▇, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9327-8-g3d587dc4b)

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,1.314981840900000031879812922853,2.819195815000000049366235543857,-5,-98.84184858761727809906005859375,-78,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.883812439000000171773763213423,2.113248270600000200403201233712,-100,10,10,16
2,1778713286,2,6fed78e4-45ef-470b-88e6-54d9dfe508c0,1778713288,1778713294,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='8'  --int_param_two='-100' --nr_results=2,0,,runnervmrc6n4,-100,-100,10,8,2_0,COMPLETED,SAASBO,1.37654744819999996785497842211,2.997791396500000260516571870539,-100,10,-100,8
3,1778713358,2,6fed78e4-45ef-470b-88e6-54d9dfe508c0,1778713360,1778713366,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2,0,,runnervmrc6n4,10,10,-100,4,3_0,COMPLETED,SAASBO,1.324867535456180078767829400022,2.280216240647380043782277425635,10,-100,10,4


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (last fully tested stable version 8 commits ago [35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c, 9327])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-13 23:00:23] 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: cc1d9045-c62e-4469-834c-dd4eb7691a38
/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.")
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

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=151 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      │    -5     │ -98.84184858761728 │      -78      │    hallo     │    1.3149818409    │   2.819195815    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │   -100    │         10         │      10       │      16      │ 1.8838124390000002 │   2.1132482706   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    10     │        -100        │      10       │      4       │  1.32486753545618  │ 2.28021624064738 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 154s (2m34s)                                                                                                                                                                        │
│    🏆 Best RESULT1: 1.3149818409                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.1132482706                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                                                                   │
│    🧠 Model: SAASBO                                                                                                                                                                                  │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-13 23:00:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, Started OmniOpt2 run...
2026-05-13 23:01:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, getting new HP set (no sbatch)
2026-05-13 23:01:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, requested 1 jobs, got 1, 60.04 s/job
2026-05-13 23:01:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, eval #1/1 start                     
2026-05-13 23:01:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, starting new job                    
2026-05-13 23:01:26 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, started new job                     
2026-05-13 23:01:35 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, new result: RESULT1: 1.376547, RESULT2: 2.997791
2026-05-13 23:01:37 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, finishing jobs, finished 1 job     
2026-05-13 23:02:38 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, getting new HP set (no sbatch)     
2026-05-13 23:02:38 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, requested 1 jobs, got 1, 60.25 s/job
2026-05-13 23:02:38 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, eval #1/1 start                     
2026-05-13 23:02:38 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, starting new job                    
2026-05-13 23:02:38 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, started new job                     
2026-05-13 23:02:47 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 3 done, █▁▇, new result: RESULT1: 1.324868, RESULT2: 2.280216
2026-05-13 23:02:50 (6fed78e4-45ef-470b-88e6-54d9dfe508c0): SAASBO, 4 done, █▁▇▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.118 │    1 │        0.118 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.107 │      │              │
│  Median │   0.107 │      │              │
│   Total │   0.213 │      │              │
│     Max │   0.118 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  60.042 │    1 │       60.042 │
│         2 │  60.254 │    1 │       60.254 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  60.148 │      │              │
│    Median │  60.148 │      │              │
│     Total │ 120.296 │      │              │
│       Max │  60.254 │      │              │
│       Min │  60.042 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778713224,750.82421875,28
1778713286,892.828125,48.8
1778713358,900.0078125,43.6

`RESULT1` (goal: minimize)

Best value: 1.3149818409
Achieved at:
- RESULT2 = 2.819195815
- int_param = -5
- float_param = -98.841848587617
- int_param_two = -78

`RESULT2` (goal: minimize)

Best value: 2.1132482706
Achieved at:
- RESULT1 = 1.883812439
- int_param = -100
- float_param = 10
- int_param_two = 10

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	4	8	6	2	2
RESULT1	1.315	1.8838	1.4751	0.2372	4
RESULT2	2.1132	2.9978	2.5526	0.3662	4
int_param	-100	10	-48.75	51.5237	4
float_param	-100	10	-44.7105	54.712	4
int_param_two	-100	10	-39.5	50.1074	4
choice_param	No numerical statistics available

submitit INFO (2026-05-13 23:01:26,964) - Starting with JobEnvironment(job_id=149617, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-13 23:01:26,964) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/149617/149617_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --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: 1778710220.3449028
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778710826.6443274
Last modification: 1778710220.3449028
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --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: 10
OO-Info: choice_param: 8
RESULT1: 1.37654744817792
RESULT2: 2.99779139654444

stderr was empty
Result: {'RESULT1': 1.37654744817792, 'RESULT2': 2.99779139654444}
Final-results: {'RESULT1': 1.37654744817792, 'RESULT2': 2.99779139654444}
EXIT_CODE: 0
submitit INFO (2026-05-13 23:01:34,537) - Job completed successfully
submitit INFO (2026-05-13 23:01:34,537) - Exiting after successful completion