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	2.1167657535	-16	-64.20676839738405	-63	8	1.1636362549

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

2026-02-15 06:10:00 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9230)

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,1.373960647799999934548509372689,2.159601875899999967600706440862,-34,-50.0354397296905517578125,-13,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.163636254900000110978908196557,2.116765753500000180054030352039,-16,-64.206768397384053059795405715704,-63,8
2,1771135765,2,1e294ddc-b3cd-488e-a926-7186b708cfb5,1771135767,1771135773,6,./.tests/optimization_example --int_param='-1' --float_param='-48.96647176779176646733' --choice_param='8'  --int_param_two='-88' --nr_results=2,0,,runnervmjduv7,-1,-88,-48.966471767791766467325942358002,8,2_0,COMPLETED,BO_MIXED,1.36224861029999999573192326352,2.112816954799999979996982801822,-1,-48.966471767791766467325942358002,-88,8
3,1771135788,2,1e294ddc-b3cd-488e-a926-7186b708cfb5,1771135790,1771135796,6,./.tests/optimization_example --int_param='-16' --float_param='-64.76706009832662402914' --choice_param='16'  --int_param_two='-62' --nr_results=2,0,,runnervmjduv7,-16,-62,-64.767060098326624029141385108232,16,3_0,COMPLETED,BO_MIXED,1.734262180588310053863665416429,2.421045361410020024806044602883,-16,-64.767060098326624029141385108232,-62,16


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-15 06:09:04] 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: bbf9b614-2f0a-4820-a07b-22c8c01d9026
  _________________________________________________
 /                                                 \
| OmniOpt2 - The Montana Sacra of optimization – on |
| ly the enlightened reach the peak.                |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  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=7 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      1      │    -16    │ -64.20676839738405 │      -63      │      8       │ 1.1636362549 │ 2.1167657535 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────┼──────────────┤
│      2      │    -1     │ -48.96647176779177 │      -88      │      8       │ 1.3622486103 │ 2.1128169548 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-15 06:09:09 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, Started OmniOpt2 run...
2026-02-15 06:09:25 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, getting new HP set (no sbatch)
2026-02-15 06:09:25 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, requested 1 jobs, got 1, 16.13 s/job
2026-02-15 06:09:25 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, eval #1/1 start                     
2026-02-15 06:09:25 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, starting new job                    
2026-02-15 06:09:25 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, started new job                     
2026-02-15 06:09:34 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, new result: RESULT1: 1.362249, RESULT2: 2.112817
2026-02-15 06:09:37 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-02-15 06:09:48 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-02-15 06:09:48 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, requested 1 jobs, got 1, 11.17 s/job    
2026-02-15 06:09:48 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, eval #1/1 start                         
2026-02-15 06:09:48 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, starting new job                        
2026-02-15 06:09:48 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, started new job                         
2026-02-15 06:09:57 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 3 done, new result: RESULT1: 1.734262, RESULT2: 2.421045
2026-02-15 06:10:00 (1e294ddc-b3cd-488e-a926-7186b708cfb5): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.240 │    1 │        0.240 │
│       2 │   0.112 │    1 │        0.112 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.352 │      │              │
│     Max │   0.240 │      │              │
│     Min │   0.112 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  16.126 │    1 │       16.126 │
│         2 │  11.175 │    1 │       11.175 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  13.650 │      │              │
│    Median │  13.650 │      │              │
│     Total │  27.301 │      │              │
│       Max │  16.126 │      │              │
│       Min │  11.175 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1771135745,795.48046875,27

`RESULT1` (goal: minimize)

Best value: 1.1636362549
Achieved at:
- RESULT2 = 2.1167657535
- int_param = -16
- float_param = -64.206768397384
- int_param_two = -63
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.1128169548
Achieved at:
- RESULT1 = 1.3622486103
- int_param = -1
- float_param = -48.966471767792
- int_param_two = -88
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-16	-1	-8.5	7.5	2
OO_Info_int_param_two	-88	-62	-75	13	2
OO_Info_float_param	-64.7671	-48.9665	-56.8668	7.9003	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.1636	1.7343	1.4085	0.2058	4
RESULT2	2.1128	2.421	2.2026	0.1275	4
int_param	-34	-1	-16.75	11.6913	4
float_param	-64.7671	-48.9665	-56.9939	7.5051	4
int_param_two	-88	-13	-56.5	27.1892	4
choice_param	2	16	8.5	4.9749	4

submitit INFO (2026-02-15 06:09:25,734) - Starting with JobEnvironment(job_id=158183, hostname=runnervmjduv7, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-15 06:09:25,734) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/158183/158183_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -1, "float_param": -48.96647176779177, "choice_param": 8, "int_param_two": -88}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-1' --float_param='-48.96647176779176646733' --choice_param='8'  --int_param_two='-88' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1771131682.885028
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1771132372.8252492
Last modification: 1771131682.885028
Hostname: runnervmjduv7
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-1' --float_param='-48.96647176779176646733' --choice_param='8'  --int_param_two='-88' --nr_results=2 
stdout:
 OO-Info: int_param: -1
OO-Info: int_param_two: -88
OO-Info: float_param: -48.96647176779176646733
OO-Info: choice_param: 8
RESULT1: 1.36224861031315
RESULT2: 2.11281695482054

stderr was empty
Result: {'RESULT1': 1.36224861031315, 'RESULT2': 2.11281695482054}
Final-results: {'RESULT1': 1.36224861031315, 'RESULT2': 2.11281695482054}
EXIT_CODE: 0
submitit INFO (2026-02-15 06:09:33,385) - Job completed successfully
submitit INFO (2026-02-15 06:09:33,385) - Exiting after successful completion