OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 2)

RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
2.4526185733	-15	-87.92693011462688	3	hallo	1.153180055

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	max

Last progressbar status

2026-05-30 12:06:10 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (9342-2-g2c09badf8)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1780142735,2,adab508a-4405-4063-b05e-354eb03f0c24,1780142737,1780142749,12,./.tests/optimization_example  --int_param='-15' --float_param='-87.92693011462688446045' --choice_param='hallo' --int_param_two='3' --nr_results=2,0,,runnervm3jyl0,0_0,COMPLETED,SOBOL,1.153180054999999981646396918222,2.452618573300000104353557617287,-15,-87.92693011462688446044921875,3,hallo
1,1780142752,2,adab508a-4405-4063-b05e-354eb03f0c24,1780142754,1780142766,12,./.tests/optimization_example  --int_param='-97' --float_param='0.34991571241514396462' --choice_param='4' --int_param_two='-60' --nr_results=2,0,,runnervm3jyl0,1_0,COMPLETED,BOTORCH_MODULAR,1.659354379241454902071950527898,2.326414309532510049649545180728,-97,0.349915712415143964619801408844,-60,4


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

Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (last fully tested stable version 2 commits ago [5c399eb6c53d4165f4e4c5d4191a2115cad88c0b, 9342])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-30 12:05:31] ax.storage.sqa_store.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 64a2641f-22ed-4ed4-8eac-2bb4818ac0fe
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter quest: It's dangerous t |
| o go alone, take this!                            |
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  =================================================
                                                         \
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                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multiple_evals_per_arm --mem_gb=4 --time=1200 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=max --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --nr_evals_per_arm=2 --beartype --show_generate_time_table --disable_notifications
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiple_evals_per_arm&run_nr=7 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         max │
└─────────────┴─────────────┘
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      │    -15    │ -87.92693011462688  │       3       │    hallo     │    1.153180055    │   2.4526185733   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼───────────────────┼──────────────────┤
│      1      │    -97    │ 0.34991571241514396 │      -60      │      4       │ 1.659354379241455 │ 2.32641430953251 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┴──────────────────┘
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           │ 12.00 sec  │ 12.00 sec  │  12.00 sec   │  12.00 sec  │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.048 │    1 │        0.048 │
│         2 │   0.627 │    1 │        0.627 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.337 │      │              │
│    Median │   0.337 │      │              │
│     Total │   0.675 │      │              │
│       Max │   0.627 │      │              │
│       Min │   0.048 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.105 │    1 │        0.105 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.181 │      │              │
│  Median │   0.181 │      │              │
│   Total │   0.362 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.105 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 50s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.153180055                                                                                                                                                                      │
│    🏆 Best RESULT2: 2.4526185733                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/results.csv                                                                                                           │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, Started OmniOpt2 run...
2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, getting new HP set (no sbatch)
2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, eval #1/1 start                    
2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, starting new job                   
2026-05-30 12:05:35 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, started new job                    
2026-05-30 12:05:50 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, new result: RESULT1: 1.153180 (SEM: 0.113359), RESULT2: 2.452619 (SEM: 0.066986)
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.63 s/job                           
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-05-30 12:05:52 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, started new job                                               
2026-05-30 12:06:08 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.659354 (SEM: 0.327416), RESULT2: 2.326414 (SEM: 0.151855)
2026-05-30 12:06:10 (adab508a-4405-4063-b05e-354eb03f0c24): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.105 │    1 │        0.105 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.181 │      │              │
│  Median │   0.181 │      │              │
│   Total │   0.362 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.105 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.048 │    1 │        0.048 │
│         2 │   0.627 │    1 │        0.627 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.337 │      │              │
│    Median │   0.337 │      │              │
│     Total │   0.675 │      │              │
│       Max │   0.627 │      │              │
│       Min │   0.048 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	multiple_evals_per_arm
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	True
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	['RESULT1=min', 'RESULT2=max']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
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	True
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	2
disable_notifications	True
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	1
worker_timeout	5
slurm_use_srun	False
time	1200
partition	alpha
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	True
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	True

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1780142733,780.8359375,26.9

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	12	12	12	0	2
RESULT1	1.1532	1.6594	1.4063	0.2531	2
RESULT2	2.3264	2.4526	2.3895	0.0631	2
int_param	-97	-15	-56	41	2
float_param	-87.9269	0.3499	-43.7885	44.1384	2
int_param_two	-60	3	-28.5	31.5	2
choice_param	No numerical statistics available

submitit INFO (2026-05-30 12:05:35,935) - Starting with JobEnvironment(job_id=73456, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-30 12:05:35,935) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/73456/73456_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.03982147977604, 'RESULT2': 2.38563254903735}
OO-Info: int_param: -15
OO-Info: int_param_two: 3
OO-Info: float_param: -87.92693011462688446045
OO-Info: choice_param: hallo
RESULT1: 1.03982147977604
RESULT2: 2.38563254903735


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.26653863031334, 'RESULT2': 2.51960459756398}
OO-Info: int_param: -15
OO-Info: int_param_two: 3
OO-Info: float_param: -87.92693011462688446045
OO-Info: choice_param: hallo
RESULT1: 1.26653863031334
RESULT2: 2.51960459756398

Aggregated result for trial 0: RESULT1: 1.153180 (SEM: 0.113359), RESULT2: 2.452619 (SEM: 0.066986)
submitit INFO (2026-05-30 12:05:49,472) - Job completed successfully
submitit INFO (2026-05-30 12:05:49,472) - Exiting after successful completion