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
nan	nan	nan	nan	2.4895376848	-42	-75.44648781…	-17	4	1.374010986

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

2026-08-09 05:13:41 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,2.489537684800000150175947055686,1.374010986000000045237356971484,-42,-75.4464878141880035400390625,-17,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,2.761725213900000142075441544876,1.568906601799999966928567118885,-33,-90.142114079844589014101075008512,-12,2
2,1786252396,2,bad28748-7684-4be4-a3de-0d94646f7adf,1786252398,1786252404,6,./.tests/optimization_example --int_param='-43' --float_param='1.01587480828115417353' --choice_param='hallo'  --int_param_two='-36' --nr_results=2,0,,runnervmvrwv9,-43,-36,1.015874808281153951483588571136,hallo,2_0,COMPLETED,UNIFORM,2.289103525999999888540514803026,1.657148560600000042342117012595,-43,1.015874808281154173528193496168,-36,hallo
3,1786252408,2,bad28748-7684-4be4-a3de-0d94646f7adf,1786252410,1786252416,6,./.tests/optimization_example --int_param='-68' --float_param='-51.53261384779500531295' --choice_param='2'  --int_param_two='-19' --nr_results=2,0,,runnervmvrwv9,-68,-19,-51.532613847795005312946159392595,2,3_0,COMPLETED,UNIFORM,2.363717929783410109934038700885,1.975695502086640020777963400178,-68,-51.532613847795005312946159392595,-19,2

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 08-09 05:13:13] 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: bc76a174-a1b2-47b8-adcb-f1a76d82f6d1
/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.")
 ____  _      _      _  ____  ____ _____ ____ 
/  _ \/ \__/|/ \  /|/ \/  _ \/  __Y__ __Y_   \
| / \|| |\/||| |\ ||| || / \||  \/| / \  /   /
| \_/|| |  ||| | \||| || \_/||  __/ | | /   /_
\____/\_/  \|\_/  \|\_/\____/\_/    \_/ \____/
                                              

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=3 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      │    -42    │  -75.446487814188  │      -17      │      4       │ 1.374010986  │ 2.4895376848 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -43    │ 1.0158748082811542 │      -36      │    hallo     │ 1.6571485606 │ 2.289103526  │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 40s                                                                                                                               │
│    🏆 Best RESULT1: 1.374010986                                                                                                                    │
│    🏆 Best RESULT2: 2.289103526                                                                                                                    │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/results.csv                                                │
│    🤖 Model: UNIFORM                                                                                                                               │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, Started OmniOpt2 run...
2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, getting new HP set (no sbatch)
2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, requested 1 jobs, got 1, 0.05 s/job
2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, eval #1/1 start                    
2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, starting new job                   
2026-08-09 05:13:16 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, started new job                    
2026-08-09 05:13:25 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, new result: RESULT1: 1.657149, RESULT2: 2.289104
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, finishing jobs, finished 1 job     
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, getting new HP set (no sbatch)     
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, requested 1 jobs, got 1, 0.13 s/job
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, eval #1/1 start                    
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, starting new job                   
2026-08-09 05:13:28 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, started new job                    
2026-08-09 05:13:38 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 3 done, █▃▁, new result: RESULT1: 1.975696, RESULT2: 2.363718
2026-08-09 05:13:41 (bad28748-7684-4be4-a3de-0d94646f7adf): UNIFORM, 4 done, █▅▄▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.268 │    1 │        0.268 │
│       2 │   0.110 │    1 │        0.110 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.189 │      │              │
│  Median │   0.189 │      │              │
│   Total │   0.378 │      │              │
│     Max │   0.268 │      │              │
│     Min │   0.110 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.054 │    1 │        0.054 │
│         2 │   0.129 │    1 │        0.129 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.091 │      │              │
│    Median │   0.091 │      │              │
│     Total │   0.182 │      │              │
│       Max │   0.129 │      │              │
│       Min │   0.054 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786252394,885.125,26.7

`RESULT1` (goal: minimize)

Best value: 1.374010986
Achieved at:
- int_param = -42 (r=-0.824, strong negative correlation)
- RESULT2 = 2.4895376848 (r=-0.415, moderate negative correlation)
- float_param = -75.446487814188 (r=0.334, weak positive correlation)
- int_param_two = -17 (r=-0.164, weak negative correlation)

`RESULT2` (goal: minimize)

Best value: 2.289103526
Achieved at:
- float_param = 1.0158748082812 (r=-0.85, strong negative correlation)
- int_param_two = -36 (r=0.801, strong positive correlation)
- int_param = -43 (r=0.607, moderate positive correlation)
- RESULT1 = 1.6571485606 (r=-0.415, moderate 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	-68	-43	-55.5	12.5	2
OO_Info_int_param_two	-36	-19	-27.5	8.5	2
OO_Info_float_param	-51.5326	1.0159	-25.2584	26.2742	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.2891	2.7617	2.476	0.1798	4
RESULT1	1.374	1.9757	1.6439	0.2172	4
int_param	-68	-33	-46.5	13.0096	4
float_param	-90.1421	1.0159	-54.0263	34.6375	4
int_param_two	-36	-12	-21	9.0277	4
choice_param	No numerical statistics available

submitit INFO (2026-08-09 05:13:17,078) - Starting with JobEnvironment(job_id=153822, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 05:13:17,078) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/153822/153822_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -43, "float_param": 1.0158748082811542, "int_param_two": -36, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-43' --float_param='1.01587480828115417353' --choice_param='hallo'  --int_param_two='-36' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786248614.0651302
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786249261.5758119
Last modification: 1786248614.0651302
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-43' --float_param='1.01587480828115417353' --choice_param='hallo'  --int_param_two='-36' --nr_results=2 
stdout:
 OO-Info: int_param: -43
OO-Info: int_param_two: -36
OO-Info: float_param: 1.01587480828115417353
OO-Info: choice_param: hallo
RESULT1: 1.65714856058276
RESULT2: 2.28910352601403

stderr was empty
Result: {'RESULT1': 1.65714856058276, 'RESULT2': 2.28910352601403}
Final-results: {'RESULT1': 1.65714856058276, 'RESULT2': 2.28910352601403}
EXIT_CODE: 0
submitit INFO (2026-08-09 05:13:24,639) - Job completed successfully
submitit INFO (2026-08-09 05:13:24,639) - Exiting after successful completion