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 RESULT, min (total: 1, failed: 1)

OO_I…	OO_I…	OO_I…	OO_I…	int_…	floa…	int_…	fail…	choi…	RES…
-70	-64	-28.…	4	-70	-28.…	-64	0	4	-11…

Job Summary per Generation Node

Generation Node	Total	COMPLETED	FAILED
SOBOL	2	1	1

Experiment parameters

		Lower	Upper			Log
Name	Type	bound	bound	Values	Type	Scale?
int_param	range	-100	10		int	No
float_pa…	range	-100	10		float	No
choice_p…	choice			1, 2, 4,
				8, 16,
				hallo
int_para…	range	-100	10		int	No
fail_or_…	choice			0, 1

Number of evaluations

Failed	Succeeded	Running	Total
1	1	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-27 20:08:18 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), best RESULT: -115105.19859787186, finishing jobs, finished 1 job

Git-Version

Commit: 35f425052abf9e9cab3e229e9e3f339ae0021770 (10053-3-g35f425052)

⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.

Run-UUID: 89b87f1d-8c58-472b-99cf-1e0899bed78f
   ____                  _ ____        __ ___ 
  / __ \____ ___  ____  (_) __ \____  / /|__ \
 / / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/ 
                            /_/               

./omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name __main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time 60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus 0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0xIC0tZmFpbF9vcl9ub3Q9JShmYWlsX29yX25vdCk= --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 --parameter fail_or_not choice 0,1 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=634 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=1 --fail_or_not=%(fail_or_not)
Experiment parameters
┏━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━┓
┃           ┃        ┃ Lower      ┃ Upper     ┃            ┃       ┃ Log       ┃
┃ Name      ┃ Type   ┃ bound      ┃ bound     ┃ Values     ┃ Type  ┃ Scale?    ┃
┡━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━┩
│ int_param │ range  │ -100       │ 10        │            │ int   │ No        │
│ float_pa… │ range  │ -100       │ 10        │            │ float │ No        │
│ choice_p… │ choice │            │           │ 1, 2, 4,   │       │           │
│           │        │            │           │ 8, 16,     │       │           │
│           │        │            │           │ hallo      │       │           │
│ int_para… │ range  │ -100       │ 10        │            │ int   │ No        │
│ fail_or_… │ choice │            │           │ 0, 1       │       │           │
└───────────┴────────┴────────────┴───────────┴────────────┴───────┴───────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘

╭──────────────── OmniOpt evaluation failed - quick diagnosis ─────────────────╮
│                                                                              │
│  Command:       ./.tests/optimization_example  --int_param='9'               │
│  --float_param='-93.27665127813816070557' --choice_param='2'                 │
│  --int_param_two='-17' --nr_results=1 --fail_or_not=1                        │
│  Working dir:   /home/runner/work/OmniOpt/OmniOpt                            │
│  Exit code:     1                                                            │
│  Parsed result: {'RESULT': None}                                             │
│  Likely cause(s) and how to fix:                                             │
│    - OmniOpt found no result in stdout. Expected RESULT: . Make      │
│  sure your program prints the result to stdout.                              │
│    - Missing numeric result(s) for: RESULT.                                  │
│    - Your program exited with code 1. Check the stderr/traceback above.      │
│  Relevant output (last lines):                                               │
│    OO-Info: int_param: 9                                                     │
│    OO-Info: int_param_two: -17                                               │
│    OO-Info: float_param: -93.27665127813816070557                            │
│    OO-Info: choice_param: 2                                                  │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.
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: 1, failed: 1)
┏━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━━┳━━━━━━┓
┃ OO_I… ┃ OO_I… ┃ OO_I… ┃ OO_I… ┃ int_… ┃ floa… ┃ int_… ┃ fail… ┃ choi… ┃ RES… ┃
┡━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━━╇━━━━━━┩
│ -70   │ -64   │ -28.… │ 4     │ -70   │ -28.… │ -64   │ 0     │ 4     │ -11… │
└───────┴───────┴───────┴───────┴───────┴───────┴───────┴───────┴───────┴──────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.027 │    1 │        0.027 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.026 │      │              │
│    Median │   0.026 │      │              │
│     Total │   0.051 │      │              │
│       Max │   0.027 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       2 │   0.045 │    1 │        0.045 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.069 │      │              │
│  Median │   0.069 │      │              │
│   Total │   0.139 │      │              │
│     Max │   0.094 │      │              │
│     Min │   0.045 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────── OmniOpt2 Run Summary ────────────────────────────╮
│                                                                              │
│  ⚠️  Optimization finished with some failures                                │
│                                                                              │
│    📊 Trials: 1 succeeded / 1 failed / 1 done / 2 submitted                  │
│    ⏱️  Duration: 27s                                                         │
│    🏆 Best RESULT: -115105.19859787186                                       │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORC  │
│    🤖 Model: SOBOL                                                           │
│                                                                              │
╰──────────────────────────────────────────────────────────────────────────────╯

2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, Started OmniOpt2 run...
2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, getting new HP set (no sbatch)
2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, eval #1/1 start                    
2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, starting new job                   
2026-10-27 20:07:59 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, started new job                    
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, job_failed                         
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), finishing jobs, finished 1 job
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), getting new HP set (no sbatch)
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), requested 1 jobs, got 1, 0.03 s/job
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), eval #1/1 start                    
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), starting new job                   
2026-10-27 20:08:08 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), started new job                    
2026-10-27 20:08:17 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), new result: RESULT: -115105.198598 
2026-10-27 20:08:18 (a1d62d28-d3fb-4c32-ab74-be44ed02de2c): SOBOL, failed: 1 ('RESULT: <FLOAT>' not found), best RESULT: -115105.19859787186, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       2 │   0.045 │    1 │        0.045 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.069 │      │              │
│  Median │   0.069 │      │              │
│   Total │   0.139 │      │              │
│     Max │   0.094 │      │              │
│     Min │   0.045 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.027 │    1 │        0.027 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.026 │      │              │
│    Median │   0.026 │      │              │
│     Total │   0.051 │      │              │
│       Max │   0.027 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
experiment_name	__main__tests__BOTORCH_MODULAR___no…
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'], ['fail_or_not',
	'choice', '0,1']]
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	10
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…	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	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	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	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
1793131677,797.2890625,29.1

! 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	6	6	6	0	2
OO_Info_int_param	-70	9	-30.5	39.5	2
OO_Info_int_param_two	-64	-17	-40.5	23.5	2
OO_Info_float_param	-93.2767	-28.9981	-61.1374	32.1393	2
OO_Info_choice_param	2	4	3	1	2
RESULT	-115105.1986	-115105.1986	-115105.1986	0	1
int_param	-70	9	-30.5	39.5	2
float_param	-93.2767	-28.9981	-61.1374	32.1393	2
int_param_two	-64	-17	-40.5	23.5	2
fail_or_not	0	1	0.5	0.5	2
choice_param	2	4	3	1	2

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/15328 — 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/__main__tests__BOTORCH_MODULAR___nogridsearch/5 --update --username=runner --send_all_failed_logs

send_all_single_runs

omniopt_share /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5 --update --username=runner --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/__main__tests__BOTORCH_MODULAR___nogridsearch/5/single_runs/<job-id>/<job-id>_0_log.out'