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	2.0459486301	-33	-88.01735669374466	-28	2	1.1476982856

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

2026-07-16 06:08:20 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 4 done, █▁▁▇, finishing jobs, finished 1 job

Git-Version

Commit: 4c00dc848400b266b611ab7c11c56a62beb865f3 (9346-22-g4c00dc848)

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,1.147698285599999978856544657901,2.045948630099999832054891157895,-33,-88.017356693744659423828125,-28,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.719470346000000038344524000422,2.373690859299999900144939601887,-100,10,-100,1
2,1784182067,2,bf48a682-ae47-400c-b2cd-4a59681eb0ee,1784182069,1784182075,6,./.tests/optimization_example --int_param='-32' --float_param='-55.72731781629390468424' --choice_param='2'  --int_param_two='-26' --nr_results=2,0,,runnervm5mmn9,-32,-26,-55.727317816293904684243898373097,2,2_0,COMPLETED,BO_MIXED,1.740111436999999927621729511884,2.8621849386000000059482317738,-32,-55.727317816293904684243898373097,-26,2
3,1784182087,2,bf48a682-ae47-400c-b2cd-4a59681eb0ee,1784182089,1784182095,6,./.tests/optimization_example --int_param='-33' --float_param='-89.3187942452464511689' --choice_param='4'  --int_param_two='-28' --nr_results=2,0,,runnervm5mmn9,-33,-28,-89.318794245246451168895873706788,4,3_0,COMPLETED,BO_MIXED,1.173615851047550062702384821023,2.632080245620699976427658839384,-33,-89.318794245246451168895873706788,-28,4

config_objectives not found


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

Current git-hash: 4c00dc848400b266b611ab7c11c56a62beb865f3 (last fully tested stable version 22 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 06:07:28] 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: b2a6be12-e050-4df2-ab08-157a7440b5ec
/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_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=29 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      │    -33    │ -88.01735669374466 │      -28      │      2       │ 1.1476982856 │ 2.0459486301 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 65s (1m5s)                                                                                                                                                                          │
│    🏆 Best RESULT1: 1.1476982856                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.0459486301                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🧠 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 06:07:32 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, Started OmniOpt2 run...
2026-07-16 06:07:47 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, getting new HP set (no sbatch)
2026-07-16 06:07:47 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, requested 1 jobs, got 1, 15.63 s/job
2026-07-16 06:07:47 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, eval #1/1 start                     
2026-07-16 06:07:47 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, starting new job                    
2026-07-16 06:07:47 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, started new job                     
2026-07-16 06:07:56 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, new result: RESULT1: 1.740111, RESULT2: 2.862185
2026-07-16 06:08:00 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, finishing jobs, finished 1 job     
2026-07-16 06:08:07 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, getting new HP set (no sbatch)     
2026-07-16 06:08:07 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, requested 1 jobs, got 1, 7.11 s/job
2026-07-16 06:08:07 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, eval #1/1 start                    
2026-07-16 06:08:07 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, starting new job                   
2026-07-16 06:08:07 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, started new job                    
2026-07-16 06:08:16 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 3 done, █▁▁, new result: RESULT1: 1.173616, RESULT2: 2.632080
2026-07-16 06:08:20 (bf48a682-ae47-400c-b2cd-4a59681eb0ee): BO_MIXED, 4 done, █▁▁▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.112 │    1 │        0.112 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.187 │      │              │
│  Median │   0.187 │      │              │
│   Total │   0.374 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.112 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  15.634 │    1 │       15.634 │
│         2 │   7.113 │    1 │        7.113 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  11.373 │      │              │
│    Median │  11.373 │      │              │
│     Total │  22.747 │      │              │
│       Max │  15.634 │      │              │
│       Min │   7.113 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784182049,890.66796875,26.8

`RESULT1` (goal: minimize)

Best value: 1.1476982856
Achieved at:
- float_param = -88.017356693745 (r=0.801, strong positive correlation)
- choice_param = 2 (r=-0.658, moderate negative correlation)
- int_param = -33 (r=-0.544, moderate negative correlation)
- int_param_two = -28 (r=-0.534, moderate negative correlation)
- RESULT2 = 2.0459486301 (r=0.495, moderate positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.0459486301
Achieved at:
- RESULT1 = 1.1476982856 (r=0.495, moderate positive correlation)
- choice_param = 2 (r=0.311, weak positive correlation)
- int_param_two = -28 (r=0.217, weak positive correlation)
- int_param = -33 (r=0.209, weak positive correlation)
- float_param = -88.017356693745 (r=0.039, 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	-33	-32	-32.5	0.5	2
OO_Info_int_param_two	-28	-26	-27	1	2
OO_Info_float_param	-89.3188	-55.7273	-72.5231	16.7957	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.1477	1.7401	1.4452	0.2848	4
RESULT2	2.0459	2.8622	2.4785	0.3037	4
int_param	-100	-32	-49.5	29.159	4
float_param	-89.3188	10	-55.7659	40.2837	4
int_param_two	-100	-26	-45.5	31.4762	4
choice_param	1	4	2.25	1.0897	4

submitit INFO (2026-07-16 06:07:48,192) - Starting with JobEnvironment(job_id=165331, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 06:07:48,193) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/165331/165331_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -32, "float_param": -55.727317816293905, "choice_param": 2, "int_param_two": -26}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-32' --float_param='-55.72731781629390468424' --choice_param='2'  --int_param_two='-26' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784177964.8173692
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784178647.2799542
Last modification: 1784177964.8173692
Hostname: runnervm5mmn9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-32' --float_param='-55.72731781629390468424' --choice_param='2'  --int_param_two='-26' --nr_results=2 
stdout:
 OO-Info: int_param: -32
OO-Info: int_param_two: -26
OO-Info: float_param: -55.72731781629390468424
OO-Info: choice_param: 2
RESULT1: 1.74011143700136
RESULT2: 2.86218493859948

stderr was empty
Result: {'RESULT1': 1.74011143700136, 'RESULT2': 2.86218493859948}
Final-results: {'RESULT1': 1.74011143700136, 'RESULT2': 2.86218493859948}
EXIT_CODE: 0
submitit INFO (2026-07-16 06:07:55,810) - Job completed successfully
submitit INFO (2026-07-16 06:07:55,810) - Exiting after successful completion