OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
nan	nan	nan	nan	2.578803267	-91	-21.89722239971161	-90	2	1.4779559591

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	3	3

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	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-03-15 12:13:17 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: ddb405379e934ab3c2f2cc6ec0a4817962090116 (9275)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.477955959099999994066365616163,2.578803267000000065678477767506,-91,-21.89722239971160888671875,-90,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.990456882699999985320005180256,2.33990128159999999368778844655,-29,6.363739199700532367387495469302,-32,1
2,1773576772,3,70c0d0a4-a1dd-440b-931d-cad0dc519e13,1773576775,1773576781,6,./.tests/optimization_example --int_param='0' --float_param='-13.17101831485443597103' --choice_param='hallo'  --int_param_two='-69' --nr_results=2,0,,runnervm0kj6c,0,-69,-13.171018314854435971028578933328,hallo,2_0,COMPLETED,UNIFORM,1.863643935699999865107656660257,2.739965860799999930463854980189,0,-13.171018314854435971028578933328,-69,hallo
3,1773576785,2,70c0d0a4-a1dd-440b-931d-cad0dc519e13,1773576787,1773576793,6,./.tests/optimization_example --int_param='-96' --float_param='-26.32392968454290382851' --choice_param='hallo'  --int_param_two='-23' --nr_results=2,0,,runnervm0kj6c,-96,-23,-26.323929684542903828514681663364,hallo,3_0,COMPLETED,UNIFORM,1.734550322479669892672404785117,2.526157547111750112378558696946,-96,-26.323929684542903828514681663364,-23,hallo


========================================================================

Current git-hash: ddb405379e934ab3c2f2cc6ec0a4817962090116 (version: 9275)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-15 12:12:48] ax.storage.sqa_store.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 863e3912-7450-4d0c-b2bc-4d333560965f
  _________________________________________________
 /                                                 \
| OmniOpt2 - Not all who wander are lost... just do |
| ing a random search.                              |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_UNIFORM&run_nr=31 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM for 4 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=2

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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃     float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -91    │ -21.89722239971161  │      -90      │      2       │   1.4779559591   │   2.578803267    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    -29    │  6.363739199700532  │      -32      │      1       │   1.9904568827   │   2.3399012816   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -96    │ -26.323929684542904 │      -23      │    hallo     │ 1.73455032247967 │ 2.52615754711175 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-15 12:12:52 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, Started OmniOpt2 run...
2026-03-15 12:12:52 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, getting new HP set (no sbatch)
2026-03-15 12:12:52 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, requested 1 jobs, got 1, 0.06 s/job
2026-03-15 12:12:52 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, eval #1/1 start                    
2026-03-15 12:12:52 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, starting new job                   
2026-03-15 12:12:53 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, started new job                    
2026-03-15 12:13:02 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, new result: RESULT1: 1.863644, RESULT2: 2.739966
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, finishing jobs, finished 1 job          
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, getting new HP set (no sbatch)          
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, requested 1 jobs, got 1, 0.13 s/job     
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, eval #1/1 start                         
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, starting new job                        
2026-03-15 12:13:05 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, started new job                         
2026-03-15 12:13:14 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 3 done, new result: RESULT1: 1.734550, RESULT2: 2.526158
2026-03-15 12:13:17 (70c0d0a4-a1dd-440b-931d-cad0dc519e13): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.260 │    1 │        0.260 │
│       2 │   0.110 │    1 │        0.110 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.185 │      │              │
│  Median │   0.185 │      │              │
│   Total │   0.370 │      │              │
│     Max │   0.260 │      │              │
│     Min │   0.110 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.058 │    1 │        0.058 │
│         2 │   0.135 │    1 │        0.135 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.096 │      │              │
│    Median │   0.096 │      │              │
│     Total │   0.193 │      │              │
│       Max │   0.135 │      │              │
│       Min │   0.058 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_UNIFORM/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	False
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
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_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
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
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	20
worker_timeout	30
slurm_use_srun	False
time
partition
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
1773576770,797.5859375,26.9

`RESULT1` (goal: minimize)

Best value: 1.4779559591
Achieved at:
- RESULT2 = 2.578803267
- int_param = -91
- float_param = -21.897222399712
- int_param_two = -90
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.3399012816
Achieved at:
- RESULT1 = 1.9904568827
- int_param = -29
- float_param = 6.3637391997005
- int_param_two = -32
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-96	0	-48	48	2
OO_Info_int_param_two	-69	-23	-46	23	2
OO_Info_float_param	-26.3239	-13.171	-19.7475	6.5765	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.478	1.9905	1.7667	0.1897	4
RESULT2	2.3399	2.74	2.5462	0.1428	4
int_param	-96	0	-54	40.8473	4
float_param	-26.3239	6.3637	-13.7571	12.5437	4
int_param_two	-90	-23	-53.5	27.2259	4
choice_param	No numerical statistics available

submitit INFO (2026-03-15 12:12:53,478) - Starting with JobEnvironment(job_id=156634, hostname=runnervm0kj6c, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-15 12:12:53,478) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/156634/156634_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 0, "float_param": -13.171018314854436, "int_param_two": -69, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='0' --float_param='-13.17101831485443597103' --choice_param='hallo'  --int_param_two='-69' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1773572920.9802048
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1773573592.342287
Last modification: 1773572920.9802048
Hostname: runnervm0kj6c
========
DEBUG INFOS END

./.tests/optimization_example --int_param='0' --float_param='-13.17101831485443597103' --choice_param='hallo'  --int_param_two='-69' --nr_results=2 
stdout:
 OO-Info: int_param: 0
OO-Info: int_param_two: -69
OO-Info: float_param: -13.17101831485443597103
OO-Info: choice_param: hallo
RESULT1: 1.8636439357224
RESULT2: 2.73996586082237

stderr was empty
Result: {'RESULT1': 1.8636439357224, 'RESULT2': 2.73996586082237}
Final-results: {'RESULT1': 1.8636439357224, 'RESULT2': 2.73996586082237}
EXIT_CODE: 0
submitit INFO (2026-03-15 12:13:01,107) - Job completed successfully
submitit INFO (2026-03-15 12:13:01,107) - Exiting after successful completion