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
-77.0	-18.0	-94.4828960306368	16.0	2.46875376170235	-77	-94.48289603063681	-18	16	1.4453520782563

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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

2026-03-26 10:10:13 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: e188e113bd67d7034e782e74dc3d1f1b616e1904 (9280)

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,1.510525846199999966401605888677,2.810182978999999914293539404753,-79,-90.2561707794666290283203125,-46,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.729594297800000068932035901526,2.932784942300000086135014498723,10,10,10,4
2,1774519777,2,6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594,1774519779,1774519785,6,./.tests/optimization_example --int_param='-79' --float_param='-90.41366811319922192069' --choice_param='1'  --int_param_two='-46' --nr_results=2,0,,runnervm46oaq,-79,-46,-90.413668113199221920694981236011,1,2_0,COMPLETED,BO_MIXED,1.847100908899999893719723331742,2.9680148552999998656787283835,-79,-90.413668113199221920694981236011,-46,1
3,1774519800,2,6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594,1774519802,1774519808,6,./.tests/optimization_example --int_param='-77' --float_param='-94.48289603063680885953' --choice_param='16'  --int_param_two='-18' --nr_results=2,0,,runnervm46oaq,-77,-18,-94.482896030636794648671639151871,16,3_0,COMPLETED,BO_MIXED,1.445352078256300076830598300148,2.468753761702350058016008915729,-77,-94.482896030636808859526354353875,-18,16


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

Current git-hash: e188e113bd67d7034e782e74dc3d1f1b616e1904 (version: 9280)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-26 10:09:31] 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: a773a552-fbf5-4f16-ac48-6569582bc01d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/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_BO_MIXED&run_nr=39 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BO_MIXED 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      3      │    -77    │ -94.48289603063681 │      -18      │      16      │ 1.4453520782563 │ 2.46875376170235 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴─────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-26 10:09:36 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, Started OmniOpt2 run...
2026-03-26 10:09:37 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, getting new HP set (no sbatch)
2026-03-26 10:09:37 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, requested 1 jobs, got 1, 1.86 s/job
2026-03-26 10:09:37 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, eval #1/1 start                    
2026-03-26 10:09:37 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, starting new job                   
2026-03-26 10:09:38 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, started new job                    
2026-03-26 10:09:47 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, new result: RESULT1: 1.847101, RESULT2: 2.968015
2026-03-26 10:09:49 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-03-26 10:10:00 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-03-26 10:10:00 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, requested 1 jobs, got 1, 11.03 s/job    
2026-03-26 10:10:00 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, eval #1/1 start                         
2026-03-26 10:10:00 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, starting new job                        
2026-03-26 10:10:01 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, started new job                         
2026-03-26 10:10:10 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 3 done, new result: RESULT1: 1.445352, RESULT2: 2.468754
2026-03-26 10:10:13 (6d6baf45-cd5d-4b0a-b0e8-92aa79d7e594): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.188 │      │              │
│  Median │   0.188 │      │              │
│   Total │   0.376 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.861 │    1 │        1.861 │
│         2 │  11.033 │    1 │       11.033 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.447 │      │              │
│    Median │   6.447 │      │              │
│     Total │  12.894 │      │              │
│       Max │  11.033 │      │              │
│       Min │   1.861 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BO_MIXED/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
1774519773,773.6171875,26.9

`RESULT1` (goal: minimize)

Best value: 1.4453520782563
Achieved at:
- RESULT2 = 2.4687537617024
- int_param = -77
- float_param = -94.482896030637
- int_param_two = -18
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.4687537617024
Achieved at:
- RESULT1 = 1.4453520782563
- int_param = -77
- float_param = -94.482896030637
- int_param_two = -18
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-79	-77	-78	1	2
OO_Info_int_param_two	-46	-18	-32	14	2
OO_Info_float_param	-94.4829	-90.4137	-92.4483	2.0346	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT1	1.4454	1.8471	1.6331	0.1623	4
RESULT2	2.4688	2.968	2.7949	0.1972	4
int_param	-79	10	-56.25	38.2582	4
float_param	-94.4829	10	-66.2882	44.0776	4
int_param_two	-46	10	-25	23.2164	4
choice_param	1	16	9.25	6.8328	4

submitit INFO (2026-03-26 10:09:38,416) - Starting with JobEnvironment(job_id=161145, hostname=runnervm46oaq, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-26 10:09:38,416) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/161145/161145_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -79, "float_param": -90.41366811319922, "choice_param": 1, "int_param_two": -46}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-79' --float_param='-90.41366811319922192069' --choice_param='1'  --int_param_two='-46' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1774515879.406137
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1774516533.7058449
Last modification: 1774515879.406137
Hostname: runnervm46oaq
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-79' --float_param='-90.41366811319922192069' --choice_param='1'  --int_param_two='-46' --nr_results=2 
stdout:
 OO-Info: int_param: -79
OO-Info: int_param_two: -46
OO-Info: float_param: -90.41366811319922192069
OO-Info: choice_param: 1
RESULT1: 1.84710090894169
RESULT2: 2.96801485526109

stderr was empty
Result: {'RESULT1': 1.84710090894169, 'RESULT2': 2.96801485526109}
Final-results: {'RESULT1': 1.84710090894169, 'RESULT2': 2.96801485526109}
EXIT_CODE: 0
submitit INFO (2026-03-26 10:09:45,946) - Job completed successfully
submitit INFO (2026-03-26 10:09:45,946) - Exiting after successful completion