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	2.1134164954	2	-83.5413447022438	-65	hallo	1.0306940622

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

2026-01-11 07:57:56 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9228-1-g1431d695e)

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,1.030694062200000038487246456498,2.1134164954000000946621184994,2,-83.541344702243804931640625,-65,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.437270168299999983929637892288,2.170218148600000063197512645274,-92,-86.5177974424430544786446262151,4,8
2,1768118249,2,35efa052-3a8d-4735-b682-4f7c0b2435e8,1768118251,1768118257,6,./.tests/optimization_example --int_param='10' --float_param='-26.95586478121010287623' --choice_param='hallo'  --int_param_two='-100' --nr_results=2,0,,runnervm4c2pk,10,-100,-26.955864781210102876229939283803,hallo,2_0,COMPLETED,BOTORCH_MODULAR,1.227800173299999908493873590487,2.858086665000000081704456533771,10,-26.955864781210102876229939283803,-100,hallo
3,1768118263,2,35efa052-3a8d-4735-b682-4f7c0b2435e8,1768118265,1768118271,6,./.tests/optimization_example --int_param='-3' --float_param='-100' --choice_param='hallo'  --int_param_two='-22' --nr_results=2,0,,runnervm4c2pk,-3,-22,-100,hallo,3_0,COMPLETED,BOTORCH_MODULAR,1.473384860743869984034404296835,2.419022811667189909456965324352,-3,-100,-22,hallo


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (last fully tested stable version 1 commit ago [02398bad90d1e0fc215adf64da1f60f9481909da, 9228])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-11 07:57:24] ax.service.utils.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: 4713d547-c648-4707-8ca0-ef20d6781c95
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like an alchemist searching for the Ph |
| ilosopher’s Stone.                                |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=573 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │     2     │ -83.5413447022438 │      -65      │    hallo     │ 1.0306940622 │ 2.1134164954 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-11 07:57:28 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-01-11 07:57:29 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-01-11 07:57:29 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.25 s/job
2026-01-11 07:57:29 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, eval #1/1 start                    
2026-01-11 07:57:29 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, starting new job                   
2026-01-11 07:57:29 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, started new job                    
2026-01-11 07:57:38 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, new result: RESULT1: 1.227800, RESULT2: 2.858087
2026-01-11 07:57:42 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2026-01-11 07:57:43 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2026-01-11 07:57:43 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.14 s/job     
2026-01-11 07:57:43 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2026-01-11 07:57:43 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, starting new job                        
2026-01-11 07:57:43 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, started new job                         
2026-01-11 07:57:52 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.473385, RESULT2: 2.419023
2026-01-11 07:57:56 (35efa052-3a8d-4735-b682-4f7c0b2435e8): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.093 │    1 │        0.093 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.200 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.093 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.246 │    1 │        1.246 │
│         2 │   1.138 │    1 │        1.138 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.192 │      │              │
│    Median │   1.192 │      │              │
│     Total │   2.384 │      │              │
│       Max │   1.246 │      │              │
│       Min │   1.138 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1768118245,759.21484375,28.6

`RESULT1` (goal: minimize)

Best value: 1.0306940622
Achieved at:
- RESULT2 = 2.1134164954
- int_param = 2
- float_param = -83.541344702244
- int_param_two = -65

`RESULT2` (goal: minimize)

Best value: 2.1134164954
Achieved at:
- RESULT1 = 1.0306940622
- int_param = 2
- float_param = -83.541344702244
- int_param_two = -65

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-3	10	3.5	6.5	2
OO_Info_int_param_two	-100	-22	-61	39	2
OO_Info_float_param	-100	-26.9559	-63.4779	36.5221	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0307	1.4734	1.2923	0.1778	4
RESULT2	2.1134	2.8581	2.3902	0.2936	4
int_param	-92	10	-20.75	41.3967	4
float_param	-100	-26.9559	-74.2538	28.0028	4
int_param_two	-100	4	-45.75	39.8521	4
choice_param	No numerical statistics available

submitit INFO (2026-01-11 07:57:29,848) - Starting with JobEnvironment(job_id=150495, hostname=runnervm4c2pk, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-11 07:57:29,848) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/150495/150495_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -26.955864781210103, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-26.95586478121010287623' --choice_param='hallo'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1768114793.0254807
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1768115469.8650842
Last modification: 1768114793.0254807
Hostname: runnervm4c2pk
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-26.95586478121010287623' --choice_param='hallo'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -100
OO-Info: float_param: -26.95586478121010287623
OO-Info: choice_param: hallo
RESULT1: 1.22780017329297
RESULT2: 2.85808666501859

stderr was empty
Result: {'RESULT1': 1.22780017329297, 'RESULT2': 2.85808666501859}
Final-results: {'RESULT1': 1.22780017329297, 'RESULT2': 2.85808666501859}
EXIT_CODE: 0
submitit INFO (2026-01-11 07:57:37,384) - Job completed successfully
submitit INFO (2026-01-11 07:57:37,384) - Exiting after successful completion