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
2.49546580735793	7	9.963040188163035	-72	1	1.1360197811891348

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

2026-07-15 18:32:22 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 56cf026e62b57d197cb4aab19bfc391124cf01d3 (9346-20-g56cf026e6)

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
0,1784140306,2,e68aa2ce-b803-45a4-bff0-b0ee0416015f,1784140308,1784140320,12,./.tests/optimization_example  --int_param='-66' --float_param='-4.79228854179382324219' --choice_param='4' --int_param_two='-4' --nr_results=2,0,,runnervm76tkm,0_0,COMPLETED,SOBOL,1.454669297499999958134253574826,2.316575533800000030737464840058,-66,-4.7922885417938232421875,-4,4
1,1784140324,2,e68aa2ce-b803-45a4-bff0-b0ee0416015f,1784140326,1784140338,12,./.tests/optimization_example  --int_param='7' --float_param='9.96304018816303482708' --choice_param='1' --int_param_two='-72' --nr_results=2,0,,runnervm76tkm,1_0,COMPLETED,BOTORCH_MODULAR,1.136019781189134825183373322943,2.495465807357930110299548687181,7,9.963040188163034827084629796445,-72,1


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

Current git-hash: 56cf026e62b57d197cb4aab19bfc391124cf01d3 (last fully tested stable version 20 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-15 18:31:44] ax.service.utils.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: e89c9ce3-fce8-4c26-a1a8-753d4d618842
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
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                                               ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
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                                            (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
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                                                        ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                          ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                             /.-~
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=12 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      │    -66    │ -4.792288541793823 │      -4       │      4       │    1.4546692975    │   2.3165755338   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      1      │     7     │ 9.963040188163035  │      -72      │      1       │ 1.1360197811891348 │ 2.49546580735793 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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 │   0.031 │    1 │        0.031 │
│         2 │   0.551 │    1 │        0.551 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.291 │      │              │
│    Median │   0.291 │      │              │
│     Total │   0.582 │      │              │
│       Max │   0.551 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.110 │      │              │
│  Median │   0.110 │      │              │
│   Total │   0.219 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 47s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.1360197811891348                                                                                                                                                               │
│    🏆 Best RESULT2: 2.49546580735793                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/results.csv                                                                                                           │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, Started OmniOpt2 run...
2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, getting new HP set (no sbatch)
2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, eval #1/1 start                    
2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, starting new job                   
2026-07-15 18:31:46 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, started new job                    
2026-07-15 18:32:01 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, new result: RESULT1: 1.454669 (SEM: 0.162555), RESULT2: 2.316576 (SEM: 0.172653)
2026-07-15 18:32:03 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-07-15 18:32:04 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-07-15 18:32:04 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.55 s/job                           
2026-07-15 18:32:04 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-07-15 18:32:04 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-07-15 18:32:04 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, started new job                                               
2026-07-15 18:32:19 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.136020 (SEM: 0.099767), RESULT2: 2.495466 (SEM: 0.458675)
2026-07-15 18:32:22 (e68aa2ce-b803-45a4-bff0-b0ee0416015f): BOTORCH_MODULAR, 2 done, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.122 │    1 │        0.122 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.110 │      │              │
│  Median │   0.110 │      │              │
│   Total │   0.219 │      │              │
│     Max │   0.122 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.551 │    1 │        0.551 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.291 │      │              │
│    Median │   0.291 │      │              │
│     Total │   0.582 │      │              │
│       Max │   0.551 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784140304,753.0390625,28.3

! 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	1.136	1.4547	1.2953	0.1593	2
RESULT2	2.3166	2.4955	2.406	0.0894	2
int_param	-66	7	-29.5	36.5	2
float_param	-4.7923	9.963	2.5854	7.3777	2
int_param_two	-72	-4	-38	34	2
choice_param	1	4	2.5	1.5	2

submitit INFO (2026-07-15 18:31:47,134) - Starting with JobEnvironment(job_id=76576, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-15 18:31:47,134) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/76576/76576_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.29211400782606, 'RESULT2': 2.14392271903077}
OO-Info: int_param: -66
OO-Info: int_param_two: -4
OO-Info: float_param: -4.79228854179382324219
OO-Info: choice_param: 4
RESULT1: 1.29211400782606
RESULT2: 2.14392271903077


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.61722458720124, 'RESULT2': 2.489228348571}
OO-Info: int_param: -66
OO-Info: int_param_two: -4
OO-Info: float_param: -4.79228854179382324219
OO-Info: choice_param: 4
RESULT1: 1.61722458720124
RESULT2: 2.489228348571

Aggregated result for trial 0: RESULT1: 1.454669 (SEM: 0.162555), RESULT2: 2.316576 (SEM: 0.172653)
submitit INFO (2026-07-15 18:32:00,717) - Job completed successfully
submitit INFO (2026-07-15 18:32:00,717) - Exiting after successful completion