OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	1
Nr. of workers (parameter)	2
Seed	1234

Best RESULT, min (total: 4)

name	RESULT
simple_ok	0.123

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Values
name	choice	simple_ok, storage_error, timeout_failure, gpu_disconnected

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-30 14:27:00 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 0.123, ▆▁▇█, finishing jobs, finished 1 job

Git-Version

Commit: c99b98ef5fb751b85a73d6f2f307c44a2171916a (10059-3-gc99b98ef5)

Run-UUID: c4dbc862-7fbc-462c-bf1d-ceef08de4255
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

./omniopt --live_share --send_anonymized_usage_stats --partition=alpha --experiment_name=test_orchestrator --mem_gb=5 --time=60 --worker_timeout=5 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --run_program Li8udGVzdHMvb3JjaGVzdHJhdG9yX3Rlc3RzLmJpbi8lKG5hbWUp --parameter name choice simple_ok,storage_error,timeout_failure,gpu_disconnected --num_random_steps=1 --model=BOTORCH_MODULAR --auto_exclude_defective_hosts --orchestrator_file /home/runner/work/OmniOpt/OmniOpt/.tests/example_orchestrator_config.yaml --seed 1234 --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/test_orchestrator/0
--orchestrator_file will be ignored on non-sbatch-systems.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_orchestrator&run_nr=95 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 3 steps.
Run-Program: ./.tests/orchestrator_tests.bin/%(name)
Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Values                                                      ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ name │ choice │ simple_ok, storage_error, timeout_failure, gpu_disconnected │
└──────┴────────┴─────────────────────────────────────────────────────────────┘
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)
┏━━━━━━━━━━━┳━━━━━━━━┓
┃ name      ┃ RESULT ┃
┡━━━━━━━━━━━╇━━━━━━━━┩
│ simple_ok │ 0.123  │
└───────────┴────────┘
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: 57s                                                         │
│    🏆 Best RESULT: 0.123                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_orchestrator/0/r  │
│    🤖 Model: BOTORCH_MODULAR                                                 │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯

2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, Started OmniOpt2 run...
2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, getting new HP set (no sbatch)
2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, eval #1/1 start                    
2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, starting new job                   
2026-10-30 14:26:12 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, started new job                    
2026-10-30 14:26:22 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, new result: RESULT: 7.000000       
2026-10-30 14:26:23 (e7b8b605-424a-4cf4-9d76-d7b300a82477): SOBOL, best RESULT: 7, finishing jobs (get_next_trials), finished 1 job
2026-10-30 14:26:23 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, getting new HP set (no sbatch)        
2026-10-30 14:26:24 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, requested 1 jobs, got 1, 0.27 s/job   
2026-10-30 14:26:24 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, eval #1/1 start                       
2026-10-30 14:26:24 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, starting new job                      
2026-10-30 14:26:24 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, started new job                       
2026-10-30 14:26:34 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, new result: RESULT: 42.000000         
2026-10-30 14:26:35 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, finishing jobs, finished 1 job    
2026-10-30 14:26:36 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, getting new HP set (no sbatch)    
2026-10-30 14:26:36 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, requested 1 jobs, got 1, 1.20 s/job
2026-10-30 14:26:36 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, eval #1/1 start                    
2026-10-30 14:26:36 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, starting new job                   
2026-10-30 14:26:36 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, started new job                    
2026-10-30 14:26:46 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 7, █▁, new result: RESULT: 3.000000       
2026-10-30 14:26:48 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, finishing jobs (get_next_trials), finished 1 job
2026-10-30 14:26:49 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, getting new HP set (no sbatch)                  
2026-10-30 14:26:49 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, requested 1 jobs, got 1, 1.44 s/job             
2026-10-30 14:26:49 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, eval #1/1 start                                 
2026-10-30 14:26:49 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, starting new job                                
2026-10-30 14:26:49 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, started new job                                 
2026-10-30 14:26:59 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 3, ▇▁█, new result: RESULT: 0.123000                    
2026-10-30 14:27:00 (e7b8b605-424a-4cf4-9d76-d7b300a82477): BOTORCH_MODULAR, best RESULT: 0.123, ▆▁▇█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.128 │    1 │        0.128 │
│       2 │   0.072 │    1 │        0.072 │
│       3 │   0.080 │    1 │        0.080 │
│       4 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.088 │      │              │
│  Median │   0.076 │      │              │
│   Total │   0.350 │      │              │
│     Max │   0.128 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.026 │    1 │        0.026 │
│         2 │   0.272 │    1 │        0.272 │
│         3 │   1.203 │    1 │        1.203 │
│         4 │   1.439 │    1 │        1.439 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.735 │      │              │
│    Median │   0.737 │      │              │
│     Total │   2.940 │      │              │
│       Max │   1.439 │      │              │
│       Min │   0.026 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	4
run_program	[['Li8udGVzdHMvb3JjaGVzdHJhdG9yX3Rl…
experiment_name	test_orchestrator
mem_gb	5
parameter	[['name', 'choice',
	'simple_ok,storage_error,timeout_fa…
continue_previous_job	None
experiment_constraints	None
run_dir	runs
modules
venv
seed	1234
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	10
abbreviate_job_names	False
orchestrator_file	/home/runner/work/OmniOpt/OmniOpt/.…
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	False
revert_to_random_when_seemingly_exha…	False
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	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
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	2
worker_timeout	5
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	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	False

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

timestamp,ram_usage_mb,cpu_usage_percent
1793370370,797.7109375,28.2

`RESULT` (goal: minimize)

Best value: 0.123
Achieved at:
- 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	0.123	42	13.0308	16.9028	4
name	No numerical statistics available