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	2.1983286569000002	8	3.4475072114137078	-100	16	1.2101371983

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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 08:07:58 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 4 done, ▁█▆▁, finishing jobs, finished 1 job

Git-Version

Commit: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (9398-1-g1da9c7062)

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,2.142335728599999988830404618056,1.802965307200000033560627343832,-86,-79.80215013027191162109375,10,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,2.198328656900000233065384236397,1.210137198299999994333120412193,8,3.447507211413707750580215360969,-100,16
2,1784534844,2,e3c1fe97-4ecd-487f-a11a-08992df47eb1,1784534846,1784534852,6,./.tests/optimization_example --int_param='9' --float_param='-96.27043414178478997201' --choice_param='hallo'  --int_param_two='5' --nr_results=2,0,,runnervm3jd5f,9,5,-96.270434141784804182861989829689,hallo,2_0,COMPLETED,BO_MIXED,2.690608214200000070093210524647,1.391276902800000048188167056651,9,-96.270434141784789972007274627686,5,hallo
3,1784534867,1,e3c1fe97-4ecd-487f-a11a-08992df47eb1,1784534868,1784534874,6,./.tests/optimization_example --int_param='2' --float_param='-33.89173020808445357943' --choice_param='16'  --int_param_two='-99' --nr_results=2,0,,runnervm3jd5f,2,-99,-33.891730208084453579431283287704,16,3_0,COMPLETED,BO_MIXED,2.572359051180200140152010135353,1.87304963854057993088986222574,2,-33.891730208084453579431283287704,-99,16

config_objectives not found


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

Current git-hash: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (last fully tested stable version 1 commit ago [e5400cf5355eafc83fee2560bf8d06d5d8a990a6, 9398])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 08:07:19] 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: 42153353-dedc-4e8d-b6a9-e3a113c2fdf4
/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_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=49 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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      │    -86    │ -79.80215013027191 │      10       │      2       │ 1.8029653072 │    2.1423357286    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      1      │     8     │ 3.4475072114137078 │     -100      │      16      │ 1.2101371983 │ 2.1983286569000002 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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: 49s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2101371983                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.1423357286                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 08:07:22 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, Started OmniOpt2 run...
2026-07-20 08:07:24 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, getting new HP set (no sbatch)
2026-07-20 08:07:24 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, requested 1 jobs, got 1, 2.26 s/job
2026-07-20 08:07:24 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, eval #1/1 start                    
2026-07-20 08:07:24 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, starting new job                   
2026-07-20 08:07:24 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, started new job                    
2026-07-20 08:07:32 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, new result: RESULT1: 1.391277, RESULT2: 2.690608
2026-07-20 08:07:35 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, finishing jobs, finished 1 job     
2026-07-20 08:07:47 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, getting new HP set (no sbatch)     
2026-07-20 08:07:47 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, requested 1 jobs, got 1, 11.67 s/job
2026-07-20 08:07:47 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, eval #1/1 start                     
2026-07-20 08:07:47 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, starting new job                    
2026-07-20 08:07:47 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, started new job                     
2026-07-20 08:07:55 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 3 done, ▁█▅, new result: RESULT1: 1.873050, RESULT2: 2.572359
2026-07-20 08:07:58 (e3c1fe97-4ecd-487f-a11a-08992df47eb1): BO_MIXED, 4 done, ▁█▆▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.196 │    1 │        0.196 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.142 │      │              │
│  Median │   0.142 │      │              │
│   Total │   0.284 │      │              │
│     Max │   0.196 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.258 │    1 │        2.258 │
│         2 │  11.670 │    1 │       11.670 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.964 │      │              │
│    Median │   6.964 │      │              │
│     Total │  13.928 │      │              │
│       Max │  11.670 │      │              │
│       Min │   2.258 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
1784534840,890.359375,27.4

`RESULT1` (goal: minimize)

Best value: 1.2101371983
Achieved at:
- int_param = 8 (r=-0.539, moderate negative correlation)
- float_param = 3.4475072114137 (r=-0.3, weak negative correlation)
- int_param_two = -100 (r=0.123, weak positive correlation)
- RESULT2 = 2.1983286569 (r=0.049, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.1423357286
Achieved at:
- int_param = -86 (r=0.625, moderate positive correlation)
- float_param = -79.802150130272 (r=-0.374, weak negative correlation)
- RESULT1 = 1.8029653072 (r=0.049, weak positive correlation)
- int_param_two = 10 (r=0.043, 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	2	9	5.5	3.5	2
OO_Info_int_param_two	-99	5	-47	52	2
OO_Info_float_param	-96.2704	-33.8917	-65.0811	31.1894	2
OO_Info_choice_param	No numerical statistics available
RESULT2	2.1423	2.6906	2.4009	0.2352	4
RESULT1	1.2101	1.873	1.5694	0.2773	4
int_param	-86	9	-16.75	40.071	4
float_param	-96.2704	3.4475	-51.6292	39.1619	4
int_param_two	-100	10	-46	53.5304	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 08:07:25,168) - Starting with JobEnvironment(job_id=163319, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 08:07:25,168) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/163319/163319_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 9, "float_param": -96.27043414178479, "choice_param": "hallo", "int_param_two": 5}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='9' --float_param='-96.27043414178478997201' --choice_param='hallo'  --int_param_two='5' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784531514.1039262
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784532053.4310257
Last modification: 1784531514.1039262
Hostname: runnervm3jd5f
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DEBUG INFOS END

./.tests/optimization_example --int_param='9' --float_param='-96.27043414178478997201' --choice_param='hallo'  --int_param_two='5' --nr_results=2 
stdout:
 OO-Info: int_param: 9
OO-Info: int_param_two: 5
OO-Info: float_param: -96.27043414178478997201
OO-Info: choice_param: hallo
RESULT1: 1.39127690282567
RESULT2: 2.69060821421178

stderr was empty
Result: {'RESULT1': 1.39127690282567, 'RESULT2': 2.69060821421178}
Final-results: {'RESULT1': 1.39127690282567, 'RESULT2': 2.69060821421178}
EXIT_CODE: 0
submitit INFO (2026-07-20 08:07:32,381) - Job completed successfully
submitit INFO (2026-07-20 08:07:32,381) - Exiting after successful completion