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	2.9165182189000003	-1	-69.05539274215698	-14	2	1.3856159801

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

2026-05-06 12:06:05 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: aa6118605300e88fb4df35c4ce54545597b6252c (9294-1-gaa6118605)

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,1.385615980100000088626188698981,2.9165182189000002921375198639,-1,-69.055392742156982421875,-14,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.811465536600000092448681243695,2.083176927299999814380271345726,-96,-6.055662875899920472022586181993,-92,4
2,1778069139,2,27306294-12ed-4823-ac2b-cda9a6e7af48,1778069141,1778069147,6,./.tests/optimization_example --int_param='-85' --float_param='-84.46266036165003754377' --choice_param='16'  --int_param_two='-5' --nr_results=2,0,,runnervmeorf1,-85,-5,-84.46266036165003754376812139526,16,2_0,COMPLETED,BOTORCH_MODULAR,1.993879300200000148635126606678,2.382171548800000149270772453747,-85,-84.46266036165003754376812139526,-5,16
3,1778069153,2,27306294-12ed-4823-ac2b-cda9a6e7af48,1778069155,1778069161,6,./.tests/optimization_example --int_param='-41' --float_param='-26.56045215030542294699' --choice_param='4'  --int_param_two='-67' --nr_results=2,0,,runnervmeorf1,-41,-67,-26.560452150305422946985345333815,4,3_0,COMPLETED,BOTORCH_MODULAR,1.983439134740369924614356023085,2.696016396020669780853040720103,-41,-26.560452150305422946985345333815,-67,4


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

Current git-hash: aa6118605300e88fb4df35c4ce54545597b6252c (last fully tested stable version 1 commit ago [2beafd4eb7ceada8d47cd0d837df6a623415e22f, 9294])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 12:05:34] 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: c0977467-0867-46bf-8039-a4b0d033634a
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
                              | |              
                              |_|              

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=98 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      │    -1     │ -69.05539274215698  │      -14      │      2       │ 1.3856159801 │ 2.9165182189000003 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────┼────────────────────┤
│      1      │    -96    │ -6.0556628758999205 │      -92      │      4       │ 1.8114655366 │    2.0831769273    │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴────────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 12:05:38 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-06 12:05:39 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-06 12:05:39 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.87 s/job
2026-05-06 12:05:39 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-06 12:05:39 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, starting new job                   
2026-05-06 12:05:39 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, started new job                    
2026-05-06 12:05:48 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, new result: RESULT1: 1.993879, RESULT2: 2.382172
2026-05-06 12:05:51 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2026-05-06 12:05:53 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2026-05-06 12:05:53 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.48 s/job     
2026-05-06 12:05:53 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2026-05-06 12:05:53 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, starting new job                        
2026-05-06 12:05:53 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, started new job                         
2026-05-06 12:06:02 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.983439, RESULT2: 2.696016
2026-05-06 12:06:05 (27306294-12ed-4823-ac2b-cda9a6e7af48): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.107 │    1 │        0.107 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.184 │      │              │
│  Median │   0.184 │      │              │
│   Total │   0.369 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.107 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.874 │    1 │        0.874 │
│         2 │   1.484 │    1 │        1.484 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.179 │      │              │
│    Median │   1.179 │      │              │
│     Total │   2.359 │      │              │
│       Max │   1.484 │      │              │
│       Min │   0.874 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778069136,774.12109375,26.8

`RESULT1` (goal: minimize)

Best value: 1.3856159801
Achieved at:
- RESULT2 = 2.9165182189
- int_param = -1
- float_param = -69.055392742157
- int_param_two = -14
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.0831769273
Achieved at:
- RESULT1 = 1.8114655366
- int_param = -96
- float_param = -6.0556628758999
- int_param_two = -92
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-85	-41	-63	22	2
OO_Info_int_param_two	-67	-5	-36	31	2
OO_Info_float_param	-84.4627	-26.5605	-55.5116	28.9511	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.3856	1.9939	1.7936	0.2464	4
RESULT2	2.0832	2.9165	2.5195	0.3154	4
int_param	-96	-1	-55.75	37.7185	4
float_param	-84.4627	-6.0557	-46.5335	31.5564	4
int_param_two	-92	-5	-44.5	36.2388	4
choice_param	2	16	6.5	5.5453	4

submitit INFO (2026-05-06 12:05:39,921) - Starting with JobEnvironment(job_id=149791, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 12:05:39,922) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/149791/149791_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -85, "float_param": -84.46266036165004, "int_param_two": -5, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-85' --float_param='-84.46266036165003754377' --choice_param='16'  --int_param_two='-5' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778065493.5522234
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778066132.1608953
Last modification: 1778065493.5522234
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-85' --float_param='-84.46266036165003754377' --choice_param='16'  --int_param_two='-5' --nr_results=2 
stdout:
 OO-Info: int_param: -85
OO-Info: int_param_two: -5
OO-Info: float_param: -84.46266036165003754377
OO-Info: choice_param: 16
RESULT1: 1.99387930015019
RESULT2: 2.38217154876062

stderr was empty
Result: {'RESULT1': 1.99387930015019, 'RESULT2': 2.38217154876062}
Final-results: {'RESULT1': 1.99387930015019, 'RESULT2': 2.38217154876062}
EXIT_CODE: 0
submitit INFO (2026-05-06 12:05:47,462) - Job completed successfully
submitit INFO (2026-05-06 12:05:47,462) - Exiting after successful completion