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	2.3168978927	-93	1.1274089639721483	10	hallo	1.1055200585

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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

2026-03-22 05:54:49 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 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,1.558410898900000063349580159411,2.859279440999999977179868437815,-30,-72.283205687999725341796875,-83,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.10552005850000001352384515485,2.316897892700000127774728753138,-93,1.127408963972148292498332011746,10,hallo
2,1774158863,2,1d1f63b1-85d2-4c89-83a7-27ed297ab0dc,1774158865,1774158871,6,./.tests/optimization_example --int_param='-24' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervm46oaq,-24,10,10,hallo,2_0,COMPLETED,BOTORCH_MODULAR,1.382155138399999927401040622499,2.498446561000000176733237822191,-24,10,10,hallo
3,1774158877,2,1d1f63b1-85d2-4c89-83a7-27ed297ab0dc,1774158879,1774158885,6,./.tests/optimization_example --int_param='-100' --float_param='-51.06590533001124754264' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervm46oaq,-100,10,-51.065905330011247542643104679883,hallo,3_0,COMPLETED,BOTORCH_MODULAR,1.567174707845879977341496669396,2.486482457813929958234666628414,-100,-51.065905330011247542643104679883,10,hallo


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

Current git-hash: ddb405379e934ab3c2f2cc6ec0a4817962090116 (version: 9275)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-22 05:54:18] 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: d4e764e9-a8c3-48f1-87a4-5656408fd0b3
  _________________________________________________
 /                                                 \
| OmniOpt2 - Grid search? Please, I’m doing ballet  |
| through parameter space.                          |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR&run_nr=36 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      1      │    -93    │ 1.1274089639721483 │      10       │    hallo     │ 1.1055200585 │ 2.3168978927 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-22 05:54:22 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-03-22 05:54:23 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-03-22 05:54:23 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.13 s/job
2026-03-22 05:54:23 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, eval #1/1 start                    
2026-03-22 05:54:23 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, starting new job                   
2026-03-22 05:54:23 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, started new job                    
2026-03-22 05:54:32 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, new result: RESULT1: 1.382155, RESULT2: 2.498447
2026-03-22 05:54:36 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2026-03-22 05:54:37 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2026-03-22 05:54:37 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.12 s/job     
2026-03-22 05:54:37 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2026-03-22 05:54:37 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, starting new job                        
2026-03-22 05:54:37 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, started new job                         
2026-03-22 05:54:46 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.567175, RESULT2: 2.486482
2026-03-22 05:54:49 (1d1f63b1-85d2-4c89-83a7-27ed297ab0dc): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.255 │    1 │        0.255 │
│       2 │   0.104 │    1 │        0.104 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.179 │      │              │
│  Median │   0.179 │      │              │
│   Total │   0.358 │      │              │
│     Max │   0.255 │      │              │
│     Min │   0.104 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.128 │    1 │        1.128 │
│         2 │   1.124 │    1 │        1.124 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.126 │      │              │
│    Median │   1.126 │      │              │
│     Total │   2.252 │      │              │
│       Max │   1.128 │      │              │
│       Min │   1.124 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR/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
1774158860,799.76953125,27.1

`RESULT1` (goal: minimize)

Best value: 1.1055200585
Achieved at:
- RESULT2 = 2.3168978927
- int_param = -93
- float_param = 1.1274089639721
- int_param_two = 10
- choice_param = hallo

`RESULT2` (goal: minimize)

Best value: 2.3168978927
Achieved at:
- RESULT1 = 1.1055200585
- int_param = -93
- float_param = 1.1274089639721
- int_param_two = 10
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-24	-62	38	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-51.0659	10	-20.533	30.533	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.1055	1.5672	1.4033	0.1871	4
RESULT2	2.3169	2.8593	2.5403	0.1977	4
int_param	-100	-24	-61.75	34.9025	4
float_param	-72.2832	10	-28.0554	34.5884	4
int_param_two	-83	10	-13.25	40.2702	4
choice_param	No numerical statistics available

submitit INFO (2026-03-22 05:54:24,189) - Starting with JobEnvironment(job_id=151934, hostname=runnervm46oaq, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-22 05:54:24,189) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/151934/151934_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -24, "float_param": 10, "int_param_two": 10, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-24' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1774155002.3877323
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1774155689.1008177
Last modification: 1774155002.3877323
Hostname: runnervm46oaq
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-24' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -24
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: hallo
RESULT1: 1.3821551383744
RESULT2: 2.49844656102093

stderr was empty
Result: {'RESULT1': 1.3821551383744, 'RESULT2': 2.49844656102093}
Final-results: {'RESULT1': 1.3821551383744, 'RESULT2': 2.49844656102093}
EXIT_CODE: 0
submitit INFO (2026-03-22 05:54:31,751) - Job completed successfully
submitit INFO (2026-03-22 05:54:31,751) - Exiting after successful completion