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
nan	nan	nan	nan	2.1979072998	-100	-100.0	-100	2	1.3351249125

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

2026-08-02 06:59:40 (73970e6e-6d90-407e-bdb8-6640d0664e70): 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,1.796157678899999998733960637765,2.137522264000000227213149628369,-8,-3.8476002216339111328125,-17,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.335124912499999982884446581011,2.197907299800000213707562579657,-100,-100,-100,2
2,1785653912,2,73970e6e-6d90-407e-bdb8-6640d0664e70,1785653914,1785653920,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmvrwv9,-100,10,10,hallo,2_0,COMPLETED,SAASBO,1.955371171499999949361381368362,2.516907975600000124671851153835,-100,10,10,hallo
3,1785653967,2,73970e6e-6d90-407e-bdb8-6640d0664e70,1785653969,1785653975,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=2,0,,runnervmvrwv9,10,-100,-100,8,3_0,COMPLETED,SAASBO,1.648220039046470075660977272491,2.630669668640139846615966234822,10,-100,-100,8

config_objectives not found


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-02 06:57:48] 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: 3ba3f2b4-7e07-4a1f-a6dc-3155f9125a2d
/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.")
   ____                  _ ____        __ ___ 
  / __ \____ ___  ____  (_) __ \____  / /|__ \
 / / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/ 
                            /_/               

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=69 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      │    -8     │ -3.847600221633911 │      -17      │      4       │ 1.7961576789 │ 2.1375222640000002 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      1      │   -100    │        -100        │     -100      │      2       │ 1.3351249125 │    2.1979072998    │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 125s (2m5s)                                                                                                                       │
│    🏆 Best RESULT1: 1.3351249125                                                                                                                   │
│    🏆 Best RESULT2: 2.1375222640000002                                                                                                             │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                 │
│    🤖 Model: SAASBO                                                                                                                                │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-02 06:57:54 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, Started OmniOpt2 run...
2026-08-02 06:58:32 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, getting new HP set (no sbatch)
2026-08-02 06:58:32 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, requested 1 jobs, got 1, 37.81 s/job
2026-08-02 06:58:32 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, eval #1/1 start                     
2026-08-02 06:58:32 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, starting new job                    
2026-08-02 06:58:32 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, started new job                     
2026-08-02 06:58:41 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, new result: RESULT1: 1.955371, RESULT2: 2.516908
2026-08-02 06:58:45 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, finishing jobs, finished 1 job     
2026-08-02 06:59:27 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, getting new HP set (no sbatch)     
2026-08-02 06:59:27 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, requested 1 jobs, got 1, 42.34 s/job
2026-08-02 06:59:27 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, eval #1/1 start                     
2026-08-02 06:59:27 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, starting new job                    
2026-08-02 06:59:27 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, started new job                     
2026-08-02 06:59:36 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 3 done, ▂█▁, new result: RESULT1: 1.648220, RESULT2: 2.630670
2026-08-02 06:59:40 (73970e6e-6d90-407e-bdb8-6640d0664e70): SAASBO, 4 done, ▂█▁▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.263 │    1 │        0.263 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.190 │      │              │
│  Median │   0.190 │      │              │
│   Total │   0.381 │      │              │
│     Max │   0.263 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  37.810 │    1 │       37.810 │
│         2 │  42.337 │    1 │       42.337 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  40.073 │      │              │
│    Median │  40.073 │      │              │
│     Total │  80.147 │      │              │
│       Max │  42.337 │      │              │
│       Min │  37.810 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1785653870,884.98046875,26.7
1785653967,1685.75,36.7

`RESULT1` (goal: minimize)

Best value: 1.3351249125
Achieved at:
- int_param_two = -100 (r=0.872, strong positive correlation)
- float_param = -100 (r=0.859, strong positive correlation)
- RESULT2 = 2.1979072998 (r=0.339, weak positive correlation)
- int_param = -100 (r=0.138, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.137522264
Achieved at:
- RESULT1 = 1.7961576789 (r=0.339, weak positive correlation)
- int_param = -8 (r=0.168, weak positive correlation)
- float_param = -3.8476002216339 (r=-0.147, weak negative correlation)
- int_param_two = -17 (r=-0.08, 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	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.3351	1.9554	1.6837	0.2287	4
RESULT2	2.1375	2.6307	2.3708	0.2081	4
int_param	-100	10	-49.5	50.8994	4
float_param	-100	10	-48.4619	51.7701	4
int_param_two	-100	10	-51.75	49.1852	4
choice_param	No numerical statistics available

submitit INFO (2026-08-02 06:58:32,779) - Starting with JobEnvironment(job_id=144356, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-02 06:58:32,779) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/144356/144356_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": 10, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785650152.6983132
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785650816.9338212
Last modification: 1785650152.6983132
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: hallo
RESULT1: 1.95537117154254
RESULT2: 2.51690797563376

stderr was empty
Result: {'RESULT1': 1.95537117154254, 'RESULT2': 2.51690797563376}
Final-results: {'RESULT1': 1.95537117154254, 'RESULT2': 2.51690797563376}
EXIT_CODE: 0
submitit INFO (2026-08-02 06:58:40,321) - Job completed successfully
submitit INFO (2026-08-02 06:58:40,322) - Exiting after successful completion