OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BO_MIXED
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT1, min (total: 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
-1	8	-66.94637954235077	4	2.4370242402	-1	-66.94637954235077	8	4	1.2475877084

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-05-06 12:16:29 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 5b9cac200aabb178fc786587006924630ac64f87 (9297)

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
0,1778069760,2,f105149b-59fe-4e8e-a066-dab8cd02e779,1778069762,1778069768,6,./.tests/optimization_example --int_param='-1' --float_param='-66.94637954235076904297' --choice_param='4'  --int_param_two='8' --nr_results=2,0,,runnervmeorf1,-1,8,-66.94637954235076904296875,4,0_0,COMPLETED,SOBOL,1.247587708399999995023677001882,2.437024240199999969291866364074,-1,-66.94637954235076904296875,8,4
1,1778069777,2,f105149b-59fe-4e8e-a066-dab8cd02e779,1778069779,1778069785,6,./.tests/optimization_example --int_param='-96' --float_param='1.9540755542218963825' --choice_param='2'  --int_param_two='-98' --nr_results=2,0,,runnervmeorf1,-96,-98,1.954075554221896382500744948629,2,1_0,COMPLETED,BO_MIXED,1.786425821789640044912061966897,2.273499526639600087918324788916,-96,1.954075554221896382500744948629,-98,2


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

Current git-hash: 5b9cac200aabb178fc786587006924630ac64f87 (version: 9297)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 12:15:56] 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]`.
Run-UUID: b8554b64-c4e1-4eec-a6a7-4a66181e1bca
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BO_MIXED --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --model=BO_MIXED --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BO_MIXED&run_nr=102 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BO_MIXED for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -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      │    -1     │ -66.94637954235077 │       8       │      4       │   1.2475877084   │  2.4370242402   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼─────────────────┤
│      1      │    -96    │ 1.9540755542218964 │      -98      │      2       │ 1.78642582178964 │ 2.2734995266396 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴─────────────────┘
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 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, Started OmniOpt2 run...
2026-05-06 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, getting new HP set (no sbatch)
2026-05-06 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-06 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, eval #1/1 start                    
2026-05-06 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, starting new job                   
2026-05-06 12:16:00 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, started new job                    
2026-05-06 12:16:09 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, new result: RESULT1: 1.247588, RESULT2: 2.437024
2026-05-06 12:16:10 (f105149b-59fe-4e8e-a066-dab8cd02e779): SOBOL, 1 done, finishing jobs, finished 1 job          
2026-05-06 12:16:17 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, getting new HP set (no sbatch)       
2026-05-06 12:16:17 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, requested 1 jobs, got 1, 6.22 s/job  
2026-05-06 12:16:17 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, eval #1/1 start                      
2026-05-06 12:16:17 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, starting new job                     
2026-05-06 12:16:17 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, started new job                      
2026-05-06 12:16:26 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 1 done, new result: RESULT1: 1.786426, RESULT2: 2.273500
2026-05-06 12:16:29 (f105149b-59fe-4e8e-a066-dab8cd02e779): BO_MIXED, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.270 │    1 │        0.270 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.191 │      │              │
│  Median │   0.191 │      │              │
│   Total │   0.382 │      │              │
│     Max │   0.270 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.052 │    1 │        0.052 │
│         2 │   6.218 │    1 │        6.218 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.135 │      │              │
│    Median │   3.135 │      │              │
│     Total │   6.270 │      │              │
│       Max │   6.218 │      │              │
│       Min │   0.052 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	multi_results_2_results_BO_MIXED
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BO_MIXED
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1778069758,771.2265625,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-96	-1	-48.5	47.5	2
OO_Info_int_param_two	-98	8	-45	53	2
OO_Info_float_param	-66.9464	1.9541	-32.4962	34.4502	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.2476	1.7864	1.517	0.2694	2
RESULT2	2.2735	2.437	2.3553	0.0818	2
int_param	-96	-1	-48.5	47.5	2
float_param	-66.9464	1.9541	-32.4962	34.4502	2
int_param_two	-98	8	-45	53	2
choice_param	2	4	3	1	2

submitit INFO (2026-05-06 12:16:00,874) - Starting with JobEnvironment(job_id=157214, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 12:16:00,874) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BO_MIXED/0/single_runs/157214/157214_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -1, "float_param": -66.94637954235077, "int_param_two": 8, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-1' --float_param='-66.94637954235076904297' --choice_param='4'  --int_param_two='8' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778065913.3187065
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778066552.3826883
Last modification: 1778065913.3187065
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-1' --float_param='-66.94637954235076904297' --choice_param='4'  --int_param_two='8' --nr_results=2 
stdout:
 OO-Info: int_param: -1
OO-Info: int_param_two: 8
OO-Info: float_param: -66.94637954235076904297
OO-Info: choice_param: 4
RESULT1: 1.24758770836434
RESULT2: 2.43702424023965

stderr was empty
Result: {'RESULT1': 1.24758770836434, 'RESULT2': 2.43702424023965}
Final-results: {'RESULT1': 1.24758770836434, 'RESULT2': 2.43702424023965}
EXIT_CODE: 0
submitit INFO (2026-05-06 12:16:08,490) - Job completed successfully
submitit INFO (2026-05-06 12:16:08,490) - Exiting after successful completion