OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	TPE
Max. nr. evaluations	5
Max. nr. evaluations (from arguments)	3
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2
Seed	1234

Best RESULT, min (total: 3 + inserted jobs: 2)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
nan	nan	nan	nan	-40	-63.7534029525…	-96	4	-168811.22417…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	4	4

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	5	0	5

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-10-27 20:04:24 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁▅, finishing jobs, finished 1 job

Git-Version

Commit: 35f425052abf9e9cab3e229e9e3f339ae0021770 (10053-3-g35f425052)

Values from old run
              
  --gpus   0  
              
Run-UUID: 6b6c6a29-1ad7-419b-b4be-a0c1a741d655
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

./omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name __main__tests__TPE_CONTINUE__ --mem_gb=4 --time 60 --worker_timeout=5 --max_eval 3 --num_parallel_jobs 1 --gpus 0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --model=TPE --seed=1234 --force_local_execution --continue runs/__main__tests__TPE_CONTINUE__/0 --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__TPE_CONTINUE__/1
Continuation from runs/__main__tests__TPE_CONTINUE__/0
Changed parameter 'int_param': digits from None to 32
Changed parameter 'float_param': digits from None to 32
No differences found between the old and new parameters.
Changed parameter 'int_param_two': digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__TPE_CONTINUE__&run_nr=86 for live-results.


You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: TPE for 6 steps.
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
Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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: 3 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ nan             │ nan             │ nan             │ nan            │ -40       │ -63.7534029525… │ -96           │ 4            │ -168811.22417… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           3           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.993 │    1 │        0.993 │
│         2 │   0.999 │    1 │        0.999 │
│         3 │   1.160 │    1 │        1.160 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.051 │      │              │
│    Median │   0.999 │      │              │
│     Total │   3.152 │      │              │
│       Max │   1.160 │      │              │
│       Min │   0.993 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       2 │   0.054 │    1 │        0.054 │
│       3 │   0.056 │    1 │        0.056 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.056 │      │              │
│   Total │   0.204 │      │              │
│     Max │   0.094 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 3 succeeded / 0 failed / 5 done / 5 submitted                                                                                        │
│    ⏱️  Duration: 40s                                                                                                                               │
│    🏆 Best RESULT: -168811.2241755993                                                                                                              │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__TPE_CONTINUE__/1/results.csv                                                  │
│    🤖 Model: EXTERNAL_GENERATOR                                                                                                                    │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-10-27 20:03:51 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, Started OmniOpt2 run...
2026-10-27 20:03:52 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, getting new HP set (no sbatch)
2026-10-27 20:03:52 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, requested 1 jobs, got 1, 0.99 s/job
2026-10-27 20:03:52 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, eval #1/1 start                    
2026-10-27 20:03:52 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, starting new job                   
2026-10-27 20:03:52 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, started new job                    
2026-10-27 20:04:01 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, new result: RESULT: -29235.448481  
2026-10-27 20:04:02 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, finishing jobs, finished 1 job
2026-10-27 20:04:03 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, getting new HP set (no sbatch)
2026-10-27 20:04:03 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, requested 1 jobs, got 1, 1.00 s/job
2026-10-27 20:04:03 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, eval #1/1 start                    
2026-10-27 20:04:03 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, starting new job                   
2026-10-27 20:04:03 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, started new job                    
2026-10-27 20:04:12 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁, new result: RESULT: -34721.866418  
2026-10-27 20:04:13 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, finishing jobs, finished 1 job    
2026-10-27 20:04:14 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, getting new HP set (no sbatch)    
2026-10-27 20:04:14 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, requested 1 jobs, got 1, 1.16 s/job
2026-10-27 20:04:14 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, eval #1/1 start                    
2026-10-27 20:04:14 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, starting new job                   
2026-10-27 20:04:14 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, started new job                    
2026-10-27 20:04:23 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁, new result: RESULT: -111798.852754 
2026-10-27 20:04:24 (14fbca57-97ac-4028-99e2-19fec9e22205): EXTERNAL_GENERATOR, best RESULT: -168811.2241755993, ▇█▁▁▅, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.094 │    1 │        0.094 │
│       2 │   0.054 │    1 │        0.054 │
│       3 │   0.056 │    1 │        0.056 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.056 │      │              │
│   Total │   0.204 │      │              │
│     Max │   0.094 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.993 │    1 │        0.993 │
│         2 │   0.999 │    1 │        0.999 │
│         3 │   1.160 │    1 │        1.160 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.051 │      │              │
│    Median │   0.999 │      │              │
│     Total │   3.152 │      │              │
│       Max │   1.160 │      │              │
│       Min │   0.993 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	3
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	__main__tests__TPE_CONTINUE__
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	runs/__main__tests__TPE_CONTINUE__/0
experiment_constraints	None
run_dir	runs
modules
venv
seed	1234
verbose_tqdm	False
model	TPE
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
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_exhausted	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	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_3.10.12/x86_64/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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	True
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
1793131429,800.8046875,29.5

`RESULT` (goal: minimize)

Best value: -168811.2241756
Achieved at:
- int_param_two = -96 (r=0.893, strong positive correlation)
- float_param = -63.753402952581 (r=0.699, moderate positive correlation)
- int_param = -40 (r=0.532, moderate positive 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	6	6	6	0	3
OO_Info_int_param	-88	-1	-39.6667	36.1694	3
OO_Info_int_param_two	-38	-9	-26.6667	12.6579	3
OO_Info_float_param	-46.6288	-14.4673	-28.9629	13.3199	3
OO_Info_choice_param	No numerical statistics available
RESULT	-168811.2242	-29235.4485	-101744.0154	60404.3261	5
int_param	-88	-1	-41.6	28.2602	5
float_param	-66.3014	-14.4673	-43.3887	20.4757	5
int_param_two	-96	-9	-52.6	33.3623	5
choice_param	No numerical statistics available