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_cho…	RESULT2	int_param	float_param	int_param_t…	choice_param	RESULT1
-4.0	1.0	-44.47974849…	8.0	2.3696622957	-4	-44.47974849…	1	8	1.0158850023

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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 19:54:58 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 4 done, ▁▅█▇, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,2.050187006899999886400109971873,1.672898328900000120000868264469,-34,-10.64228951930999755859375,-62,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,2.511493499700000242569331021514,1.209598450100000111007148007047,-70,-55.459708943911323331121820956469,-42,8
2,1784577273,2,02d69114-8b8a-4087-a6bf-6d68040f3814,1784577275,1784577281,6,./.tests/optimization_example --int_param='-4' --float_param='-44.47974849508815253785' --choice_param='8'  --int_param_two='1' --nr_results=2,0,,runnervm3jd5f,-4,1,-44.479748495088152537846326595172,8,2_0,COMPLETED,UNIFORM,2.369662295699999976505978338537,1.015885002299999895214455136738,-4,-44.479748495088152537846326595172,1,8
3,1784577286,1,02d69114-8b8a-4087-a6bf-6d68040f3814,1784577287,1784577293,6,./.tests/optimization_example --int_param='0' --float_param='-6.4919342915184188314' --choice_param='16'  --int_param_two='-50' --nr_results=2,0,,runnervm3jd5f,0,-50,-6.491934291518418831401504576206,16,3_0,COMPLETED,UNIFORM,2.956090919996739785347017459571,1.086900993323979935922807271709,0,-6.491934291518418831401504576206,-50,16

config_objectives not found


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:54:29] 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: 38f834b3-746c-42fd-8324-3d601c983153
/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.")
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=157 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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      │    -34    │ -10.642289519309998 │      -62      │      1       │ 1.6728983289000001 │ 2.0501870069 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────┤
│      2      │    -4     │ -44.47974849508815  │       1       │      8       │    1.0158850023    │ 2.3696622957 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────┘
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: 43s                                                                                                                               │
│    🏆 Best RESULT1: 1.0158850023                                                                                                                   │
│    🏆 Best RESULT2: 2.0501870069                                                                                                                   │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                │
│    🤖 Model: UNIFORM                                                                                                                               │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, Started OmniOpt2 run...
2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, getting new HP set (no sbatch)
2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, eval #1/1 start                    
2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, starting new job                   
2026-07-20 19:54:33 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, started new job                    
2026-07-20 19:54:42 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, new result: RESULT1: 1.015885, RESULT2: 2.369662
2026-07-20 19:54:45 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, finishing jobs, finished 1 job     
2026-07-20 19:54:45 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, getting new HP set (no sbatch)     
2026-07-20 19:54:45 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, requested 1 jobs, got 1, 0.13 s/job
2026-07-20 19:54:45 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, eval #1/1 start                    
2026-07-20 19:54:46 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, starting new job                   
2026-07-20 19:54:46 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, started new job                    
2026-07-20 19:54:55 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 3 done, ▁▅█, new result: RESULT1: 1.086901, RESULT2: 2.956091
2026-07-20 19:54:58 (02d69114-8b8a-4087-a6bf-6d68040f3814): UNIFORM, 4 done, ▁▅█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.113 │    1 │        0.113 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.188 │      │              │
│  Median │   0.188 │      │              │
│   Total │   0.376 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.113 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.056 │    1 │        0.056 │
│         2 │   0.134 │    1 │        0.134 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.095 │      │              │
│    Median │   0.095 │      │              │
│     Total │   0.190 │      │              │
│       Max │   0.134 │      │              │
│       Min │   0.056 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
1784577271,890.37890625,26.7

`RESULT1` (goal: minimize)

Best value: 1.0158850023
Achieved at:
- choice_param = 8 (r=-0.784, strong negative correlation)
- int_param_two = 1 (r=-0.706, strong negative correlation)
- RESULT2 = 2.3696622957 (r=-0.705, strong negative correlation)
- float_param = -44.479748495088 (r=0.406, moderate positive correlation)
- int_param = -4 (r=-0.383, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.0501870069
Achieved at:
- choice_param = 1 (r=0.987, strong positive correlation)
- RESULT1 = 1.6728983289 (r=-0.705, strong negative correlation)
- int_param = -34 (r=0.327, weak positive correlation)
- float_param = -10.64228951931 (r=0.134, weak positive correlation)
- int_param_two = -62 (r=0.005, 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	-4	0	-2	2	2
OO_Info_int_param_two	-50	1	-24.5	25.5	2
OO_Info_float_param	-44.4797	-6.4919	-25.4858	18.9939	2
OO_Info_choice_param	8	16	12	4	2
RESULT2	2.0502	2.9561	2.4719	0.3257	4
RESULT1	1.0159	1.6729	1.2463	0.2558	4
int_param	-70	0	-27	28.0891	4
float_param	-55.4597	-6.4919	-29.2684	21.1132	4
int_param_two	-62	1	-38.25	23.7526	4
choice_param	1	16	8.25	5.3092	4

submitit INFO (2026-07-20 19:54:33,915) - Starting with JobEnvironment(job_id=153761, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:54:33,915) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/153761/153761_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -4, "float_param": -44.47974849508815, "int_param_two": 1, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-4' --float_param='-44.47974849508815253785' --choice_param='8'  --int_param_two='1' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573462.072331
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574108.153935
Last modification: 1784573462.072331
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-4' --float_param='-44.47974849508815253785' --choice_param='8'  --int_param_two='1' --nr_results=2 
stdout:
 OO-Info: int_param: -4
OO-Info: int_param_two: 1
OO-Info: float_param: -44.47974849508815253785
OO-Info: choice_param: 8
RESULT1: 1.01588500228627
RESULT2: 2.36966229565175

stderr was empty
Result: {'RESULT1': 1.01588500228627, 'RESULT2': 2.36966229565175}
Final-results: {'RESULT1': 1.01588500228627, 'RESULT2': 2.36966229565175}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:54:41,456) - Job completed successfully
submitit INFO (2026-07-20 19:54:41,456) - Exiting after successful completion