OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	1

Best RESULT, min (total: 4)

a	b	RESULT
5.0	71.43006466261373	76.4300646626

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-27 19:31:25 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626, ▆▁█▄, finishing jobs, finished 1 job

Git-Version

Commit: 3e9b624b70bc2a7cede497751ea87dbf91eb070f (10053-2-g3e9b624b7)

Run-UUID: b5904ce0-a7a7-4cb1-b424-a22637a876b0
  _________________________________________________
 /                                                 \
| OmniOpt2 - The fractal of hyperparameters: The de |
| eper you go, the more you see.                    |
 \                                                 /
  =================================================
                                                    \
                                                     \
                                                      \
                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
./omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=85 for live-results.


You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not │
│        │        │        │ a real error!).                                   │
└────────┴────────┴────────┴───────────────────────────────────────────────────┘
Best RESULT, min (total: 4)
┏━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
┃ a   ┃ b                 ┃ RESULT        ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 5.0 │ 71.43006466261373 │ 76.4300646626 │
└─────┴───────────────────┴───────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────── OmniOpt2 Run Summary ────────────────────────────╮
│                                                                              │
│  ✅  Optimization complete!                                                  │
│                                                                              │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                  │
│    ⏱️  Duration: 55s                                                         │
│    🏆 Best RESULT: 76.4300646626                                             │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constr  │
│    🤖 Model: BOTORCH_MODULAR                                                 │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯

2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, Started OmniOpt2 run...
2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, getting new HP set (no sbatch)
2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, eval #1/1 start                    
2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, starting new job                   
2026-10-27 19:30:39 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, started new job                    
2026-10-27 19:30:49 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, new result: RESULT: 89.107273      
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, finishing jobs, finished 1 job
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, getting new HP set (no sbatch)
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, requested 1 jobs, got 1, 0.06 s/job
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, eval #1/1 start                    
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, starting new job                   
2026-10-27 19:30:50 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, started new job                    
2026-10-27 19:31:00 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728484869, new result: RESULT: 129.073593     
2026-10-27 19:31:01 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): SOBOL, best RESULT: 89.1072728485, █▁, finishing jobs, finished 1 job    
2026-10-27 19:31:02 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, getting new HP set (no sbatch)
2026-10-27 19:31:02 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, requested 1 jobs, got 1, 0.58 s/job
2026-10-27 19:31:02 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, eval #1/1 start                    
2026-10-27 19:31:02 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, starting new job                   
2026-10-27 19:31:02 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, started new job                    
2026-10-27 19:31:12 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 89.1072728485, █▁, new result: RESULT: 76.430065      
2026-10-27 19:31:13 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, finishing jobs, finished 1 job 
2026-10-27 19:31:14 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, getting new HP set (no sbatch) 
2026-10-27 19:31:14 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, requested 1 jobs, got 1, 0.41 s/job
2026-10-27 19:31:14 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, eval #1/1 start                    
2026-10-27 19:31:14 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, starting new job                   
2026-10-27 19:31:14 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, started new job                    
2026-10-27 19:31:24 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626137, ▆▁█, new result: RESULT: 105.000000     
2026-10-27 19:31:25 (c49aff5f-9d86-4eeb-9a3c-014ed8bb385f): BOTORCH_MODULAR, best RESULT: 76.4300646626, ▆▁█▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.161 │    1 │        0.161 │
│       2 │   0.092 │    1 │        0.092 │
│       3 │   0.093 │    1 │        0.093 │
│       4 │   0.093 │    1 │        0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.110 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.440 │      │              │
│     Max │   0.161 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.026 │    1 │        0.026 │
│         2 │   0.060 │    1 │        0.060 │
│         3 │   0.577 │    1 │        0.577 │
│         4 │   0.408 │    1 │        0.408 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.268 │      │              │
│    Median │   0.234 │      │              │
│     Total │   1.071 │      │              │
│       Max │   0.577 │      │              │
│       Min │   0.026 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDog…
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a range 5 100 float false'], ['b
	range 5 100 float false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
run_dir	runs
modules
venv
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	True
wait_until_ended	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	50
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
local_cpu_monitor	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	True
revert_to_random_when_seemingly_exha…	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
username	None
max_failed_jobs	0
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
dump_config	None
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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	60
slurm_use_srun	False
time	60
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	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
1793129437,796.87109375,28.2

`RESULT` (goal: minimize)

Best value: 76.4300646626
Achieved at:
- a = 5 (r=0.816, strong positive correlation)
- b = 71.430064662614 (r=-0.382, weak negative correlation)
- run_time = 6 (r=0, weak negative 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	4
RESULT	76.4301	129.0736	99.9027	19.6496	4
a	5	88.2002	31.4316	34.0411	4
b	40.8734	100	68.4711	21.2834	4