OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	5
Number random steps	2
Nr. of workers (parameter)	5

Best RESULT, min (total: 5)

x	y	RESULT
191	3462.6198733318597	1913462.6198733319

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	123	1000	int	No
y	range	1234	5431	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	5	0	5

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-30 11:51:34 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 1913462.6198733319, ▄▂▁█▇, finishing jobs, finished 5 jobs

Git-Version

Commit: 035b8608bba2d22b83b923a1f92615305e661c39

[INFO 10-30 11:51:07] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.1.6
Run-UUID: 8c67c58f-a34c-4605-89b7-ba6e3d7fe45a
 .d88888b.                      d8b .d88888b.         888    .d8888b.  
d88P" "Y88b                     Y8Pd88P" "Y88b        888   d88P  Y88b 
888     888                        888     888        888          888 
888     88888888b.d88b. 88888b. 888888     88888888b. 888888     .d88P 
888     888888 "888 "88b888 "88b888888     888888 "88b888    .od888P"  
888     888888  888  888888  888888888     888888  888888   d88P"      
Y88b. .d88P888  888  888888  888888Y88b. .d88P888 d88PY88b. 888"       
 "Y88888P" 888  888  888888  888888 "Y88888P" 88888P"  "Y888888888888  
                                              888                      
                                              888                      
                                              888                      

./omniopt --partition=alpha --live_share --debug --verbose --experiment_name=pip_test_experiment --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=5 --num_parallel_jobs=5 --gpus=1 --num_random_steps=2 --follow --send_anonymized_usage_stats --result_names RESULT=min --run_program=ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSI= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --model=BOTORCH_MODULAR --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --parameter x range 123 1000 int false --parameter y range 5431 1234 float false
⠋ Creating folder /home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0...
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0
Lower bound (5431.0) was larger than upper bound (1234.0) for parameter 'y'. Switched them.
[WARNING 10-30 11:51:08] ax.service.ax_client: Selecting a GenerationStrategy when using BatchTrials is in beta. Double check the recommended strategy matches your expectations.
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=pip_test_experiment&run_nr=671 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 3 steps.
Run-Program: echo "RESULT: %(x)%(y)"
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ 123         │ 1000        │ int   │ No         │
│ y    │ range │ 1234        │ 5431        │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
SOBOL, started new job                    :   0%|░░░░░░░░░░| 0/5 [00:01Best RESULT, min (total: 5)
┏━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ x   ┃ y                  ┃ RESULT             ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 191 │ 3462.6198733318597 │ 1913462.6198733319 │
└─────┴────────────────────┴────────────────────┘
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           5           │ 0.00 sec  │ 6.00 sec  │   1.20 sec   │  0.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 5 succeeded / 0 failed / 5 done / 5 submitted                                                                                        │
│    ⏱️  Duration: 38s                                                                                                                               │
│    🏆 Best RESULT: 1913462.6198733319                                                                                                              │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0/results.csv                                                            │
│    🤖 Model: SOBOL                                                                                                                                 │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯


Exit-Code: 0
Wallclock-Runtime: 42 seconds

2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, Started OmniOpt2 run...
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, getting new HP set #1/5 (no sbatch)
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, getting new HP set #2/5 (no sbatch)
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, getting new HP set #3/5 (no sbatch)
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, getting new HP set #4/5 (no sbatch)
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, getting new HP set #5/5 (no sbatch)
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, requested 5 jobs, got 5, 0.03 s/job
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, eval #1/5 start                    
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, eval #2/5 start                    
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, eval #3/5 start                    
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, eval #4/5 start                    
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, eval #5/5 start                    
2026-10-30 11:51:16 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, starting new job                   
2026-10-30 11:51:17 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, started new job                    
2026-10-30 11:51:29 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, new result: RESULT: 2741848.221882 
2026-10-30 11:51:29 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 2741848.2218819, new result: RESULT: 5012612.185421
2026-10-30 11:51:29 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 2741848.2218819, new result: RESULT: 8681507.856083
2026-10-30 11:51:29 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 2741848.2218819, new result: RESULT: 1913462.619873
2026-10-30 11:51:33 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 1913462.6198733319, ▄▁█▇, new result: RESULT: 6824435.785206
2026-10-30 11:51:34 (b28f9f68-8966-416c-b4d6-7458d5c21d1a): SOBOL, best RESULT: 1913462.6198733319, ▄▂▁█▇, finishing jobs, finished 5 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.373 │    5 │        0.275 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.373 │      │              │
│  Median │   1.373 │      │              │
│   Total │   1.373 │      │              │
│     Max │   1.373 │      │              │
│     Min │   1.373 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.133 │    5 │        0.027 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.133 │      │              │
│    Median │   0.133 │      │              │
│     Total │   0.133 │      │              │
│       Max │   0.133 │      │              │
│       Min │   0.133 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	5
run_program	[['ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSI=']]
experiment_name	pip_test_experiment
mem_gb	1
parameter	[['x', 'range', '123', '1000', 'int', 'false'], ['y', 'range', '5431', '1234', 'float', 'false']]
continue_previous_job	None
experiment_constraints	None
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_exhausted	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/omniopt_via_pip_omniopt/bin/python3
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	5
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	1
dependency	None
run_mode	local
verbose	True
verbose_break_run_search_table	False
debug	True
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
1793361068,930.46875,26.2

`RESULT` (goal: minimize)

Best value: 1913462.6198733
Achieved at:
- x = 191 (r=1, strong positive correlation)
- run_time = 0 (r=0.356, weak positive correlation)
- y = 3462.6198733319 (r=-0.124, 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	6	1.2	2.4	5
RESULT	1913462.6199	8681507.8561	5034773.3337	2510065.4025	5
x	191	868	503.2	251.0198	5
y	1507.8561	4435.7852	2773.3337	1069.7752	5

Some single-run logs were not shared

By default only logs from failed or interrupted jobs are shared. Successful logs and logs above the upload cap were left out.

single_runs/7007 — successful job (logs are skipped by default)
single_runs/7008 — successful job (logs are skipped by default)
single_runs/7010 — successful job (logs are skipped by default)
single_runs/7017 — successful job (logs are skipped by default)
single_runs/7021 — successful job (logs are skipped by default)

To see these logs here as well, run one of these commands on the machine that has the run folder:

send_all_failed_logs

omniopt_share /home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0 --update --username=defaultuser --send_all_failed_logs

send_all_single_runs

omniopt_share /home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0 --update --username=defaultuser --send_all_single_runs

To view an omitted log locally instead, open it on the machine that has the run folder, e.g.:

less '/home/runner/work/OmniOpt/OmniOpt/runs/pip_test_experiment/0/single_runs/<job-id>/<job-id>_0_log.out'