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
-46.0	-79.0	5.248412523361552	16.0	2.9140917473	-46	5.248412523361553	-79	16	1.2139171006

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

2026-07-19 06:58:48 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 4 done, ▇▆█▁, finishing jobs, finished 1 job

Git-Version

Commit: 40e86984857e047bcfb600b452b0692331ba16d4 (9396)

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,1.3091605482999999487958575628,2.218536209599999864394703763537,-46,5.14026165008544921875,-79,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.383417194299999986029092724493,2.833742988200000034737513487926,10,-100,10,2
2,1784444294,2,171307a1-33b4-43c0-86c7-488304e2cdfe,1784444296,1784444302,6,./.tests/optimization_example --int_param='-46' --float_param='5.24841252336155328351' --choice_param='16'  --int_param_two='-79' --nr_results=2,0,,runnervm3jd5f,-46,-79,5.248412523361552395328999409685,16,2_0,COMPLETED,BO_MIXED,1.213917100600000020804714040423,2.914091747300000090348248704686,-46,5.24841252336155328350741910981,-79,16
3,1784444316,2,171307a1-33b4-43c0-86c7-488304e2cdfe,1784444318,1784444324,6,./.tests/optimization_example --int_param='-57' --float_param='-13.21047060274847950723' --choice_param='8'  --int_param_two='-41' --nr_results=2,0,,runnervm3jd5f,-57,-41,-13.210470602748479507226875284687,8,3_0,COMPLETED,BO_MIXED,1.992543106972340050120351406804,2.788156750935260053125830381759,-57,-13.210470602748479507226875284687,-41,8

config_objectives not found


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

Current git-hash: 40e86984857e047bcfb600b452b0692331ba16d4 (version: 9396)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-19 06:58:07] 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: 93849bbd-a914-41c9-ac6b-fdc51ad89cb6
/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_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=43 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      │    -46    │ 5.140261650085449 │      -79      │      8       │ 1.3091605483 │ 2.2185362096 │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -46    │ 5.248412523361553 │      -79      │      16      │ 1.2139171006 │ 2.9140917473 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 54s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2139171006                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.2185362096                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🤖 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-19 06:58:10 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, Started OmniOpt2 run...
2026-07-19 06:58:14 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, getting new HP set (no sbatch)
2026-07-19 06:58:14 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, requested 1 jobs, got 1, 4.08 s/job
2026-07-19 06:58:14 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, eval #1/1 start                    
2026-07-19 06:58:14 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, starting new job                   
2026-07-19 06:58:15 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, started new job                    
2026-07-19 06:58:24 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, new result: RESULT1: 1.213917, RESULT2: 2.914092
2026-07-19 06:58:26 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, finishing jobs, finished 1 job     
2026-07-19 06:58:36 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, getting new HP set (no sbatch)     
2026-07-19 06:58:36 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, requested 1 jobs, got 1, 9.26 s/job
2026-07-19 06:58:36 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, eval #1/1 start                    
2026-07-19 06:58:36 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, starting new job                   
2026-07-19 06:58:36 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, started new job                    
2026-07-19 06:58:45 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 3 done, ▄▁█, new result: RESULT1: 1.992543, RESULT2: 2.788157
2026-07-19 06:58:48 (171307a1-33b4-43c0-86c7-488304e2cdfe): BO_MIXED, 4 done, ▇▆█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.257 │    1 │        0.257 │
│       2 │   0.117 │    1 │        0.117 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.187 │      │              │
│  Median │   0.187 │      │              │
│   Total │   0.374 │      │              │
│     Max │   0.257 │      │              │
│     Min │   0.117 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.075 │    1 │        4.075 │
│         2 │   9.257 │    1 │        9.257 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.666 │      │              │
│    Median │   6.666 │      │              │
│     Total │  13.332 │      │              │
│       Max │   9.257 │      │              │
│       Min │   4.075 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784444288,890.015625,26.7

`RESULT1` (goal: minimize)

Best value: 1.2139171006
Achieved at:
- int_param = -46 (r=-0.338, weak negative correlation)
- int_param_two = -79 (r=0.259, weak positive correlation)
- choice_param = 16 (r=-0.254, weak negative correlation)
- RESULT2 = 2.9140917473 (r=0.171, weak positive correlation)
- float_param = 5.2484125233616 (r=0.001, weak positive correlation)

`RESULT2` (goal: minimize)

Best value: 2.2185362096
Achieved at:
- int_param_two = -79 (r=0.416, moderate positive correlation)
- float_param = 5.1402616500854 (r=-0.356, weak negative correlation)
- int_param = -46 (r=0.244, weak positive correlation)
- RESULT1 = 1.3091605483 (r=0.171, weak positive correlation)
- choice_param = 8 (r=0.17, 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	-57	-46	-51.5	5.5	2
OO_Info_int_param_two	-79	-41	-60	19	2
OO_Info_float_param	-13.2105	5.2484	-3.981	9.2294	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.2139	1.9925	1.4748	0.3049	4
RESULT2	2.2185	2.9141	2.6886	0.2751	4
int_param	-57	10	-34.75	26.2238	4
float_param	-100	5.2484	-25.7054	43.5471	4
int_param_two	-79	10	-47.25	36.5128	4
choice_param	2	16	8.5	4.9749	4

submitit INFO (2026-07-19 06:58:15,323) - Starting with JobEnvironment(job_id=164123, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-19 06:58:15,323) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/164123/164123_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -46, "float_param": 5.248412523361553, "choice_param": 16, "int_param_two": -79}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-46' --float_param='5.24841252336155328351' --choice_param='16'  --int_param_two='-79' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784440211.8057485
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784440911.0799446
Last modification: 1784440211.8057485
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-46' --float_param='5.24841252336155328351' --choice_param='16'  --int_param_two='-79' --nr_results=2 
stdout:
 OO-Info: int_param: -46
OO-Info: int_param_two: -79
OO-Info: float_param: 5.24841252336155328351
OO-Info: choice_param: 16
RESULT1: 1.21391710064291
RESULT2: 2.9140917473446

stderr was empty
Result: {'RESULT1': 1.21391710064291, 'RESULT2': 2.9140917473446}
Final-results: {'RESULT1': 1.21391710064291, 'RESULT2': 2.9140917473446}
EXIT_CODE: 0
submitit INFO (2026-07-19 06:58:22,964) - Job completed successfully
submitit INFO (2026-07-19 06:58:22,964) - Exiting after successful completion