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
-41.0	-78.0	-75.88532803099744	1.0	2.20141791910598	-41	-75.88532803099744	-78	1	1.4053795492082

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

2026-05-09 11:09:55 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (9300-1-gcf2e55626)

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,1.444531312100000075560046752798,2.519128941099999963171285344288,-76,-14.6935379505157470703125,-38,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.812275634000000135159780256799,2.129414073299999987654018696048,0,-100,-100,hallo
2,1778324969,1,578d9e12-80f0-47bb-9896-1b801f796c3b,1778324970,1778324976,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmrc6n4,10,10,10,2,2_0,COMPLETED,BO_MIXED,1.70314625100000016644230527163,2.366589649899999869830935494974,10,10,10,2
3,1778324984,2,578d9e12-80f0-47bb-9896-1b801f796c3b,1778324986,1778324992,6,./.tests/optimization_example --int_param='-41' --float_param='-75.88532803099744228348' --choice_param='1'  --int_param_two='-78' --nr_results=2,0,,runnervmrc6n4,-41,-78,-75.885328030997442283478449098766,1,3_0,COMPLETED,BO_MIXED,1.405379549208199962961884921242,2.201417919105979947858031664509,-41,-75.885328030997442283478449098766,-78,1


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

Current git-hash: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (last fully tested stable version 1 commit ago [a1bc6c3dfabaef22cd17c850ed369173536efba5, 9300])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:09:23] 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: 8f90e7fd-198a-42ad-957f-f325265ab5da
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
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=113 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      │     0     │        -100        │     -100      │    hallo     │ 1.8122756340000001 │   2.1294140733   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -41    │ -75.88532803099744 │      -78      │      1       │  1.4053795492082   │ 2.20141791910598 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:09:26 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, Started OmniOpt2 run...
2026-05-09 11:09:29 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, getting new HP set (no sbatch)
2026-05-09 11:09:29 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, requested 1 jobs, got 1, 2.22 s/job
2026-05-09 11:09:29 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, eval #1/1 start                    
2026-05-09 11:09:29 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, starting new job                   
2026-05-09 11:09:29 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, started new job                    
2026-05-09 11:09:38 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, new result: RESULT1: 1.703146, RESULT2: 2.366590
2026-05-09 11:09:41 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, finishing jobs, finished 1 job          
2026-05-09 11:09:44 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, getting new HP set (no sbatch)          
2026-05-09 11:09:44 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, requested 1 jobs, got 1, 3.29 s/job     
2026-05-09 11:09:44 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, eval #1/1 start                         
2026-05-09 11:09:44 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, starting new job                        
2026-05-09 11:09:44 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, started new job                         
2026-05-09 11:09:52 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 3 done, new result: RESULT1: 1.405380, RESULT2: 2.201418
2026-05-09 11:09:55 (578d9e12-80f0-47bb-9896-1b801f796c3b): BO_MIXED, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.107 │      │              │
│  Median │   0.107 │      │              │
│   Total │   0.215 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.222 │    1 │        2.222 │
│         2 │   3.289 │    1 │        3.289 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.755 │      │              │
│    Median │   2.755 │      │              │
│     Total │   5.511 │      │              │
│       Max │   3.289 │      │              │
│       Min │   2.222 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778324964,743.6328125,28.4

`RESULT1` (goal: minimize)

Best value: 1.4053795492082
Achieved at:
- RESULT2 = 2.201417919106
- int_param = -41
- float_param = -75.885328030997
- int_param_two = -78
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.1294140733
Achieved at:
- RESULT1 = 1.812275634
- int_param = 0
- float_param = -100
- int_param_two = -100
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-41	10	-15.5	25.5	2
OO_Info_int_param_two	-78	10	-34	44	2
OO_Info_float_param	-75.8853	10	-32.9427	42.9427	2
OO_Info_choice_param	1	2	1.5	0.5	2
RESULT1	1.4054	1.8123	1.5913	0.1714	4
RESULT2	2.1294	2.5191	2.3041	0.151	4
int_param	-76	10	-26.75	34.2591	4
float_param	-100	10	-45.1447	44.5037	4
int_param_two	-100	10	-51.5	41.8897	4
choice_param	No numerical statistics available

submitit INFO (2026-05-09 11:09:29,495) - Starting with JobEnvironment(job_id=163348, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:09:29,495) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/163348/163348_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "choice_param": 2, "int_param_two": 10}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --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: 1778321416.983572
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778322058.5091307
Last modification: 1778321416.983572
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.70314625099218
RESULT2: 2.36658964990372

stderr was empty
Result: {'RESULT1': 1.70314625099218, 'RESULT2': 2.36658964990372}
Final-results: {'RESULT1': 1.70314625099218, 'RESULT2': 2.36658964990372}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:09:36,951) - Job completed successfully
submitit INFO (2026-05-09 11:09:36,951) - Exiting after successful completion