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	2.8925065283	10	-100.0	10	1	1.0971679234

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

2026-05-10 10:47:32 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 4 done, ▅█▁▁, finishing jobs, finished 1 job

Git-Version

Commit: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (9326)

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,1.320032235800000064429582380399,2.391909830099999911823260845267,-93,-29.53772127628326416015625,-49,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.097167923400000022482458916784,2.892506528300000212539089261554,10,-100,10,1
2,1778410018,2,0c9fe86b-4198-490b-a625-c344c0bd33f1,1778410020,1778410026,6,./.tests/optimization_example --int_param='-21' --float_param='6.47570981678786861124' --choice_param='4'  --int_param_two='-95' --nr_results=2,0,,runnervmeorf1,-21,-95,6.475709816787868611243084160378,4,2_0,COMPLETED,BO_MIXED,1.641720330000000060977072280366,2.291473370799999909053212832077,-21,6.475709816787868611243084160378,-95,4
3,1778410039,2,0c9fe86b-4198-490b-a625-c344c0bd33f1,1778410041,1778410047,6,./.tests/optimization_example --int_param='-42' --float_param='-1.19542592112901946422' --choice_param='hallo'  --int_param_two='-85' --nr_results=2,0,,runnervmeorf1,-42,-85,-1.195425921129019464217435597675,hallo,3_0,COMPLETED,BO_MIXED,1.589185525271209931119642533304,2.000694587684360037371789076133,-42,-1.195425921129019464217435597675,-85,hallo


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (version: 9326)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:46:52] 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: 6bcab8e3-48f6-4a35-800d-57207040b135
 .88888.                      oo  .88888.             dP   d8888b. 
d8'   `8b                        d8'   `8b            88       `88 
88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
Y8.   .8P 88  88  88 88    88 88 Y8.   .8P 88.  .88   88   88.     
 `8888P'  dP  dP  dP dP    dP dP  `8888P'  88Y888P'   dP   Y88888P 
                                           88                      
                                           dP                      

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=145 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -93    │ -29.537721276283264 │      -49      │    hallo     │   1.3200322358   │   2.3919098301   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    10     │        -100         │      10       │      1       │   1.0971679234   │   2.8925065283   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -42    │ -1.1954259211290195 │      -85      │    hallo     │ 1.58918552527121 │ 2.00069458768436 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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: 51s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.0971679234                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.00069458768436                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/results.csv                                                                                                 │
│    🧠 Model: BO_MIXED                                                                                                                                                                                │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:46:56 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, Started OmniOpt2 run...
2026-05-10 10:46:58 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, getting new HP set (no sbatch)
2026-05-10 10:46:58 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, requested 1 jobs, got 1, 1.88 s/job
2026-05-10 10:46:58 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, eval #1/1 start                    
2026-05-10 10:46:58 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, starting new job                   
2026-05-10 10:46:58 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, started new job                    
2026-05-10 10:47:07 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, new result: RESULT1: 1.641720, RESULT2: 2.291473
2026-05-10 10:47:11 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, finishing jobs, finished 1 job     
2026-05-10 10:47:19 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, getting new HP set (no sbatch)     
2026-05-10 10:47:19 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, requested 1 jobs, got 1, 8.33 s/job
2026-05-10 10:47:19 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, eval #1/1 start                    
2026-05-10 10:47:19 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, starting new job                   
2026-05-10 10:47:19 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, started new job                    
2026-05-10 10:47:28 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 3 done, ▅█▁, new result: RESULT1: 1.589186, RESULT2: 2.000695
2026-05-10 10:47:32 (0c9fe86b-4198-490b-a625-c344c0bd33f1): BO_MIXED, 4 done, ▅█▁▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.253 │    1 │        0.253 │
│       2 │   0.108 │    1 │        0.108 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.181 │      │              │
│  Median │   0.181 │      │              │
│   Total │   0.362 │      │              │
│     Max │   0.253 │      │              │
│     Min │   0.108 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.880 │    1 │        1.880 │
│         2 │   8.326 │    1 │        8.326 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.103 │      │              │
│    Median │   5.103 │      │              │
│     Total │  10.206 │      │              │
│       Max │   8.326 │      │              │
│       Min │   1.880 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778410014,774.765625,26.9

`RESULT1` (goal: minimize)

Best value: 1.0971679234
Achieved at:
- RESULT2 = 2.8925065283
- int_param = 10
- float_param = -100
- int_param_two = 10

`RESULT2` (goal: minimize)

Best value: 2.0006945876844
Achieved at:
- RESULT1 = 1.5891855252712
- int_param = -42
- float_param = -1.195425921129
- int_param_two = -85

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-42	-21	-31.5	10.5	2
OO_Info_int_param_two	-95	-85	-90	5	2
OO_Info_float_param	-1.1954	6.4757	2.6401	3.8356	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0972	1.6417	1.412	0.2189	4
RESULT2	2.0007	2.8925	2.3941	0.3216	4
int_param	-93	10	-36.5	37.5	4
float_param	-100	6.4757	-31.0644	41.9996	4
int_param_two	-95	10	-54.75	41.1119	4
choice_param	No numerical statistics available

submitit INFO (2026-05-10 10:46:59,024) - Starting with JobEnvironment(job_id=161815, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:46:59,025) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/161815/161815_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -21, "float_param": 6.475709816787869, "choice_param": 4, "int_param_two": -95}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-21' --float_param='6.47570981678786861124' --choice_param='4'  --int_param_two='-95' --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
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-21' --float_param='6.47570981678786861124' --choice_param='4'  --int_param_two='-95' --nr_results=2 
stdout:
 OO-Info: int_param: -21
OO-Info: int_param_two: -95
OO-Info: float_param: 6.47570981678786861124
OO-Info: choice_param: 4
RESULT1: 1.64172032995066
RESULT2: 2.29147337083438

stderr was empty
Result: {'RESULT1': 1.64172032995066, 'RESULT2': 2.29147337083438}
Final-results: {'RESULT1': 1.64172032995066, 'RESULT2': 2.29147337083438}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:47:06,487) - Job completed successfully
submitit INFO (2026-05-10 10:47:06,487) - Exiting after successful completion