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
-100.0	10.0	-100.0	1.0	2.99265417558806	-100	-100.0	10	1	1.09711307550697

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	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

2026-02-23 14:10:36 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 546675340658df385b457111e2ecbf4badc7ab84 (9260-4-g546675340)

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,1.814397011700000117428999146796,2.9226387992000000259906755673,-14,-9.03578698635101318359375,-52,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.470389254000000089916966317105,2.17925516410000019718040675798,-100,-100,10,8
2,1771855741,2,209a4508-1a60-4a8d-8142-c3066a7a0283,1771855743,1771855749,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2,0,,runnervmez679,-100,10,-100,4,2_0,COMPLETED,SAASBO,1.305346728600000005826586857438,2.24726056830000020525517356873,-100,-100,10,4
3,1771855821,1,209a4508-1a60-4a8d-8142-c3066a7a0283,1771855822,1771855828,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,runnervmez679,-100,10,-100,1,3_0,COMPLETED,SAASBO,1.097113075506970014671992430522,2.992654175588060017076941221603,-100,-100,10,1


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

Current git-hash: 546675340658df385b457111e2ecbf4badc7ab84 (last fully tested stable version 4 commits ago [58c866c868c07da88eccea8bc47a8de539dae9f1, 9260])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-23 14:07:52] 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: 0238e0d9-8b18-4b35-8280-47e4005c24b8
  _________________________________________________
 /                                                 \
| OmniOpt2 - Walking the fine line between overfit  |
| and underfit like a tightrope artist.             |
 \                                                 /
  =================================================
                                                        \
                                                         \
                                                          \
                                                           \
                                                              .-=-==--==--.
                                                        ..-=="  ,'o`)      `.
                                                      ,'         `"'         \
                                                     :  (                     `.__...._
                                                     |                  )    /         `-=-.
                                                     :       ,vv.-._   /    /               `---==-._
                                                      \/\/\/VV ^ d88`;'    /                         `.
                                                          ``  ^/d88P!'    /             ,              `._
                                                             ^/    !'   ,.      ,      /                  "-,,__,,--'""""-.
                                                            ^/    !'  ,'  \ . .(      (         _           )  ) ) ) ))_,-.\
                                                           ^(__ ,!',"'   ;:+.:%:a.     \:.. . ,'          )  )  ) ) ,"'    '
                                                           ',,,'','     /o:::":%:%a.    \:.:.:         .    )  ) _,'
                                                            """'       ;':::'' `+%%%a._  \%:%|         ;.). _,-""
                                                                   ,-='_.-'      ``:%::)  )%:|        /:._,"
                                                                  (/(/"           ," ,'_,'%%%:       (_,'
                                                                                 (  (//(`.___;        \
                                                                                  \     \    `         `
                                                                                   `.    `.   `.        :
                                                                                     \. . .\    : . . . :
                                                                                      \. . .:    `.. . .:
                                                                                       `..:.:\     \:...\
                                                                                        ;:.:.;      ::...:
                                                                                        ):%::       :::::;
                                                                                    __,::%:(        :::::
                                                                                 ,;:%%%%%%%:        ;:%::
                                                                                   ;,--""-.`\  ,=--':%:%:\
                                                                                  /"       "| /-".:%%%%%%%\
                                                                                                  ;,-"'`)%%)
                                                                                                 /"      "|
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=13 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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      │   -100    │    -100     │      10       │      8       │   1.470389254    │   2.1792551641   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │    -100     │      10       │      4       │   1.3053467286   │   2.2472605683   │
├─────────────┼───────────┼─────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │    -100     │      10       │      1       │ 1.09711307550697 │ 2.99265417558806 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-23 14:07:56 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, Started OmniOpt2 run...
2026-02-23 14:09:01 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, getting new HP set (no sbatch)
2026-02-23 14:09:01 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, requested 1 jobs, got 1, 65.13 s/job
2026-02-23 14:09:01 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, eval #1/1 start                     
2026-02-23 14:09:01 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, starting new job                    
2026-02-23 14:09:01 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, started new job                     
2026-02-23 14:09:10 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, new result: RESULT1: 1.305347, RESULT2: 2.247261
2026-02-23 14:09:13 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, finishing jobs, finished 1 job          
2026-02-23 14:10:20 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, getting new HP set (no sbatch)          
2026-02-23 14:10:20 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, requested 1 jobs, got 1, 67.41 s/job    
2026-02-23 14:10:20 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, eval #1/1 start                         
2026-02-23 14:10:21 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, starting new job                        
2026-02-23 14:10:21 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, started new job                         
2026-02-23 14:10:30 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 3 done, new result: RESULT1: 1.097113, RESULT2: 2.992654
2026-02-23 14:10:36 (209a4508-1a60-4a8d-8142-c3066a7a0283): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.117 │    1 │        0.117 │
│       2 │   0.252 │    1 │        0.252 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.184 │      │              │
│  Median │   0.184 │      │              │
│   Total │   0.368 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.117 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  65.133 │    1 │       65.133 │
│         2 │  67.408 │    1 │       67.408 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  66.271 │      │              │
│    Median │  66.271 │      │              │
│     Total │ 132.542 │      │              │
│       Max │  67.408 │      │              │
│       Min │  65.133 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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
1771855673,768.34765625,28.3
1771855741,816.171875,48.6
1771855820,818.4140625,43.6

`RESULT1` (goal: minimize)

Best value: 1.097113075507
Achieved at:
- RESULT2 = 2.9926541755881
- int_param = -100
- float_param = -100
- int_param_two = 10
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1792551641
Achieved at:
- RESULT1 = 1.470389254
- int_param = -100
- float_param = -100
- int_param_two = 10
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.0971	1.8144	1.4218	0.2624	4
RESULT2	2.1793	2.9927	2.5855	0.3738	4
int_param	-100	-14	-78.5	37.2391	4
float_param	-100	-9.0358	-77.2589	39.3887	4
int_param_two	-52	10	-5.5	26.8468	4
choice_param	1	16	7.25	5.6292	4

submitit INFO (2026-02-23 14:09:01,501) - Starting with JobEnvironment(job_id=148336, hostname=runnervmez679, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-23 14:09:01,501) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/148336/148336_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": 10, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1771852454.5232022
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1771853121.4436982
Last modification: 1771852454.5232022
Hostname: runnervmez679
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: 4
RESULT1: 1.30534672860904
RESULT2: 2.24726056828828

stderr was empty
Result: {'RESULT1': 1.30534672860904, 'RESULT2': 2.24726056828828}
Final-results: {'RESULT1': 1.30534672860904, 'RESULT2': 2.24726056828828}
EXIT_CODE: 0
submitit INFO (2026-02-23 14:09:09,059) - Job completed successfully
submitit INFO (2026-02-23 14:09:09,059) - Exiting after successful completion