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	2.0413854947	-70	-6.49407684803009	-11	hallo	1.0756089467

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

2026-05-10 10:42:35 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 4 done, █▇▁▇, finishing jobs, finished 1 job

Git-Version

Commit: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (9325-1-ga02171f59)

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,1.075608946700000068119607021799,2.04138549470000008057013474172,-70,-6.49407684803009033203125,-11,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.1383027104000000839789663587,2.372377775499999952302232486545,10,-100,-100,1
2,1778409653,2,377f32d5-ffc4-49ad-bd15-9fa38f50522f,1778409655,1778409661,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmeorf1,-100,10,10,2,2_0,COMPLETED,SAASBO,1.956913815000000056443241192028,2.905609624800000290179013973102,-100,10,10,2
3,1778409742,2,377f32d5-ffc4-49ad-bd15-9fa38f50522f,1778409744,1778409750,6,./.tests/optimization_example --int_param='10' --float_param='-48.83654251750380126396' --choice_param='hallo'  --int_param_two='-46' --nr_results=2,0,,runnervmeorf1,10,-46,-48.836542517503801263956120237708,hallo,3_0,COMPLETED,SAASBO,1.134097936171210019296040627523,2.024936323843089969187758470071,10,-48.836542517503801263956120237708,-46,hallo


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (last fully tested stable version 1 commit ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:39:39] 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: 7f6c511e-0923-429c-afa9-d362364c4421
  ___________________________________
| OmniOpt2 - Fine-tuning like a boss! |
  ===================================
                                     \
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                                        /|  O|| O|        /      \_______________/        \
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                                       |         / /         \                      /            \
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                                          \         ||           \______________/      _-_       //\__//
                                            \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                              ~-----||====/~     |==================|       |/~~~~~
                                               (_(__/  ./     /                    \_\      \.
                                                      (_(___/                         \_____)_)
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=148 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -70    │ -6.49407684803009 │      -11      │    hallo     │   1.0756089467   │   2.0413854947   │
├─────────────┼───────────┼───────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    10     │ -48.8365425175038 │      -46      │    hallo     │ 1.13409793617121 │ 2.02493632384309 │
└─────────────┴───────────┴───────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 187s (3m7s)                                                                                                                                                                         │
│    🏆 Best RESULT1: 1.0756089467                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.02493632384309                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/results.csv                                                                                                   │
│    🧠 Model: SAASBO                                                                                                                                                                                  │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:39:43 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, Started OmniOpt2 run...
2026-05-10 10:40:53 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, getting new HP set (no sbatch)
2026-05-10 10:40:53 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, requested 1 jobs, got 1, 69.71 s/job
2026-05-10 10:40:53 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, eval #1/1 start                     
2026-05-10 10:40:53 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, starting new job                    
2026-05-10 10:40:53 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, started new job                     
2026-05-10 10:41:02 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, new result: RESULT1: 1.956914, RESULT2: 2.905610
2026-05-10 10:41:05 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, finishing jobs, finished 1 job     
2026-05-10 10:42:22 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, getting new HP set (no sbatch)     
2026-05-10 10:42:22 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, requested 1 jobs, got 1, 76.70 s/job
2026-05-10 10:42:22 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, eval #1/1 start                     
2026-05-10 10:42:22 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, starting new job                    
2026-05-10 10:42:22 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, started new job                     
2026-05-10 10:42:31 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 3 done, █▇▁, new result: RESULT1: 1.134098, RESULT2: 2.024936
2026-05-10 10:42:35 (377f32d5-ffc4-49ad-bd15-9fa38f50522f): SAASBO, 4 done, █▇▁▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.256 │    1 │        0.256 │
│       2 │   0.109 │    1 │        0.109 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.183 │      │              │
│  Median │   0.183 │      │              │
│   Total │   0.366 │      │              │
│     Max │   0.256 │      │              │
│     Min │   0.109 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  69.706 │    1 │       69.706 │
│         2 │  76.701 │    1 │       76.701 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  73.204 │      │              │
│    Median │  73.204 │      │              │
│     Total │ 146.407 │      │              │
│       Max │  76.701 │      │              │
│       Min │  69.706 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
disable_notifications	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
1778409581,774.453125,26.9
1778409653,803.828125,49
1778409742,804.2578125,44.2

`RESULT1` (goal: minimize)

Best value: 1.0756089467
Achieved at:
- RESULT2 = 2.0413854947
- int_param = -70
- float_param = -6.4940768480301
- int_param_two = -11

`RESULT2` (goal: minimize)

Best value: 2.0249363238431
Achieved at:
- RESULT1 = 1.1340979361712
- int_param = 10
- float_param = -48.836542517504
- int_param_two = -46

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-46	10	-18	28	2
OO_Info_float_param	-48.8365	10	-19.4183	29.4183	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0756	1.9569	1.3262	0.365	4
RESULT2	2.0249	2.9056	2.3361	0.3568	4
int_param	-100	10	-37.5	48.6698	4
float_param	-100	10	-36.3327	42.5645	4
int_param_two	-100	10	-36.75	41.6376	4
choice_param	No numerical statistics available

submitit INFO (2026-05-10 10:40:53,861) - Starting with JobEnvironment(job_id=147022, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:40:53,861) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/147022/147022_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": 10, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778406039.9625978
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778406668.7915769
Last modification: 1778406039.9625978
Hostname: runnervmeorf1
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DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.95691381495363
RESULT2: 2.90560962478364

stderr was empty
Result: {'RESULT1': 1.95691381495363, 'RESULT2': 2.90560962478364}
Final-results: {'RESULT1': 1.95691381495363, 'RESULT2': 2.90560962478364}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:41:01,329) - Job completed successfully
submitit INFO (2026-05-10 10:41:01,329) - Exiting after successful completion