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
-18.0	-78.0	-93.45553576162736	16.0	2.99661018545473	-18	-93.45553576162737	-78	16	1.44925809379584

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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 15:26:20 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: f2198bbca0ddfa2c54bbdce11bcb585e9153edd1 (9297-1-gf2198bbca)

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,1.855217089499999971735633153003,2.529165265000000051287543101353,-18,-17.09413230419158935546875,-92,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.77613500929999990063379300409,2.661074854299999792317521496443,-82,-48.975559809796273214033135445789,-8,8
2,1778081157,2,e9e9ceae-1a9c-4e04-a7d7-b3378a66d273,1778081159,1778081165,6,./.tests/optimization_example --int_param='-27' --float_param='-69.74003288779601916758' --choice_param='4'  --int_param_two='-93' --nr_results=2,0,,runnervmrc6n4,-27,-93,-69.740032887796019167581107467413,4,2_0,COMPLETED,UNIFORM,1.592237628599999954559507386875,2.291462248999999840037844478502,-27,-69.740032887796019167581107467413,-93,4
3,1778081169,2,e9e9ceae-1a9c-4e04-a7d7-b3378a66d273,1778081171,1778081177,6,./.tests/optimization_example --int_param='-18' --float_param='-93.45553576162737385857' --choice_param='16'  --int_param_two='-78' --nr_results=2,0,,runnervmrc6n4,-18,-78,-93.455535761627359647718549240381,16,3_0,COMPLETED,UNIFORM,1.449258093795839918982437666273,2.996610185454729791132422178634,-18,-93.455535761627373858573264442384,-78,16


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

Current git-hash: f2198bbca0ddfa2c54bbdce11bcb585e9153edd1 (last fully tested stable version 1 commit ago [5b9cac200aabb178fc786587006924630ac64f87, 9297])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 15:25:55] 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: bb26841b-c5ea-484d-a667-f31ab3b21eee
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                                 \
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                                                                      / `.   .' \
                                                              .---.  <    > <    >  .---.
                                                              |    \  \ - ~ ~ - /  /    |
                                                  _____        ~-..-~             ~-..-~
                                                 |     |   \~~~\.'                    `./~~~/
                                                ---------   \__/                        \__/
                                               .'  O    \     /               /       \  "
                                              (_____,    `._.'               |         }  \/~~~/
                                               `----.          /       }     |        /    \__/
                                                     `-.      |       /      |       /      `. ,~~|
                                                         ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                              |     /        |     /     ~-.     `-. _|| _||_
                                                              |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/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_UNIFORM&run_nr=106 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      2      │    -27    │ -69.74003288779602 │      -93      │      4       │   1.5922376286   │   2.291462249    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -18    │ -93.45553576162737 │      -78      │      16      │ 1.44925809379584 │ 2.99661018545473 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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 15:25:57 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, Started OmniOpt2 run...
2026-05-06 15:25:57 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, getting new HP set (no sbatch)
2026-05-06 15:25:57 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 15:25:57 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, eval #1/1 start                    
2026-05-06 15:25:57 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, starting new job                   
2026-05-06 15:25:58 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, started new job                    
2026-05-06 15:26:07 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, new result: RESULT1: 1.592238, RESULT2: 2.291462
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, finishing jobs, finished 1 job          
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, getting new HP set (no sbatch)          
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, requested 1 jobs, got 1, 0.08 s/job     
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, eval #1/1 start                         
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, starting new job                        
2026-05-06 15:26:09 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, started new job                         
2026-05-06 15:26:18 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 3 done, new result: RESULT1: 1.449258, RESULT2: 2.996610
2026-05-06 15:26:20 (e9e9ceae-1a9c-4e04-a7d7-b3378a66d273): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.121 │    1 │        0.121 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.109 │      │              │
│  Median │   0.109 │      │              │
│   Total │   0.218 │      │              │
│     Max │   0.121 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.032 │    1 │        0.032 │
│         2 │   0.082 │    1 │        0.082 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.057 │      │              │
│    Median │   0.057 │      │              │
│     Total │   0.113 │      │              │
│       Max │   0.082 │      │              │
│       Min │   0.032 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_UNIFORM/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
1778081155,743.76953125,28.2

`RESULT1` (goal: minimize)

Best value: 1.4492580937958
Achieved at:
- RESULT2 = 2.9966101854547
- int_param = -18
- float_param = -93.455535761627
- int_param_two = -78
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.291462249
Achieved at:
- RESULT1 = 1.5922376286
- int_param = -27
- float_param = -69.740032887796
- int_param_two = -93
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-27	-18	-22.5	4.5	2
OO_Info_int_param_two	-93	-78	-85.5	7.5	2
OO_Info_float_param	-93.4555	-69.74	-81.5978	11.8578	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.4493	1.8552	1.6682	0.1584	4
RESULT2	2.2915	2.9966	2.6196	0.2548	4
int_param	-82	-18	-36.25	26.6681	4
float_param	-93.4555	-17.0941	-57.3163	28.0526	4
int_param_two	-93	-8	-67.75	35.0027	4
choice_param	1	16	7.25	5.6292	4

submitit INFO (2026-05-06 15:25:58,262) - Starting with JobEnvironment(job_id=157302, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 15:25:58,263) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/157302/157302_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -27, "float_param": -69.74003288779602, "int_param_two": -93, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-27' --float_param='-69.74003288779601916758' --choice_param='4'  --int_param_two='-93' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778077791.1988785
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778078420.693037
Last modification: 1778077791.1988785
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-27' --float_param='-69.74003288779601916758' --choice_param='4'  --int_param_two='-93' --nr_results=2 
stdout:
 OO-Info: int_param: -27
OO-Info: int_param_two: -93
OO-Info: float_param: -69.74003288779601916758
OO-Info: choice_param: 4
RESULT1: 1.59223762860438
RESULT2: 2.2914622489802

stderr was empty
Result: {'RESULT1': 1.59223762860438, 'RESULT2': 2.2914622489802}
Final-results: {'RESULT1': 1.59223762860438, 'RESULT2': 2.2914622489802}
EXIT_CODE: 0
submitit INFO (2026-05-06 15:26:05,786) - Job completed successfully
submitit INFO (2026-05-06 15:26:05,786) - Exiting after successful completion