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
-8.0	-70.0	7.4603162709807025	4.0	2.9329182174	-8	7.4603162709807025	-70	4	1.0351648061

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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

2025-12-28 17:13:19 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 15163add0bec0ec64b3085211fe86ce262805e32 (9198)

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,1.927310035400000121086350191035,2.003094247599999988551644491963,-46,-83.4662628173828125,-48,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.760856328600000075823572842637,2.435928310600000035179846236133,-94,8.2034350745379924774169921875,6,1
2,1766941972,2,044f09b7-5959-4c11-9daa-7a5e17a6a995,1766941974,1766941980,6,./.tests/optimization_example --int_param='-8' --float_param='7.46031627098070249104' --choice_param='4'  --int_param_two='-70' --nr_results=2,0,,runnervmh13bl,-8,-70,7.460316270980702491044667112874,4,2_0,COMPLETED,BOTORCH_MODULAR,1.035164806100000056687804317335,2.93291821740000013818416846334,-8,7.460316270980702491044667112874,-70,4
3,1766941986,2,044f09b7-5959-4c11-9daa-7a5e17a6a995,1766941988,1766941994,6,./.tests/optimization_example --int_param='-11' --float_param='-53.30893815040165861774' --choice_param='4'  --int_param_two='-70' --nr_results=2,0,,runnervmh13bl,-11,-70,-53.308938150401658617738576140255,4,3_0,COMPLETED,BOTORCH_MODULAR,1.051965437204680053895344826742,2.120781447363210059364746484789,-11,-53.308938150401658617738576140255,-70,4


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

Current git-hash: 15163add0bec0ec64b3085211fe86ce262805e32 (version: 9198)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 17:12:47] 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: 81f1fcce-f034-477b-8fa2-0d102f2c51fe
  _________________________________________________
 /                                                 \
| OmniOpt2 - Welcome to the Hyperparameter Games: M |
| ay the odds be ever in your favor!                |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR&run_nr=475 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR 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      │    -46    │ -83.46626281738281 │      -48      │    hallo     │ 1.9273100354000001 │   2.0030942476   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      2      │    -8     │ 7.4603162709807025 │      -70      │      4       │    1.0351648061    │   2.9329182174   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -11    │ -53.30893815040166 │      -70      │      4       │  1.05196543720468  │ 2.12078144736321 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 17:12:51 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-12-28 17:12:52 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-12-28 17:12:52 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.82 s/job
2025-12-28 17:12:52 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, eval #1/1 start                    
2025-12-28 17:12:52 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, starting new job                   
2025-12-28 17:12:52 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, started new job                    
2025-12-28 17:13:01 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, new result: RESULT1: 1.035165, RESULT2: 2.932918
2025-12-28 17:13:05 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-12-28 17:13:06 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-12-28 17:13:06 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.32 s/job     
2025-12-28 17:13:06 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-12-28 17:13:06 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, starting new job                        
2025-12-28 17:13:06 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, started new job                         
2025-12-28 17:13:15 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.051965, RESULT2: 2.120781
2025-12-28 17:13:19 (044f09b7-5959-4c11-9daa-7a5e17a6a995): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.234 │    1 │        0.234 │
│       2 │   0.115 │    1 │        0.115 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.175 │      │              │
│  Median │   0.175 │      │              │
│   Total │   0.349 │      │              │
│     Max │   0.234 │      │              │
│     Min │   0.115 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.825 │    1 │        0.825 │
│         2 │   1.322 │    1 │        1.322 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.074 │      │              │
│    Median │   1.074 │      │              │
│     Total │   2.147 │      │              │
│       Max │   1.322 │      │              │
│       Min │   0.825 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR/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
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
1766941968,786.61328125,27.3

`RESULT1` (goal: minimize)

Best value: 1.0351648061
Achieved at:
- RESULT2 = 2.9329182174
- int_param = -8
- float_param = 7.4603162709807
- int_param_two = -70

`RESULT2` (goal: minimize)

Best value: 2.0030942476
Achieved at:
- RESULT1 = 1.9273100354
- int_param = -46
- float_param = -83.466262817383
- int_param_two = -48

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-11	-8	-9.5	1.5	2
OO_Info_int_param_two	-70	-70	-70	0	2
OO_Info_float_param	-53.3089	7.4603	-22.9243	30.3846	2
OO_Info_choice_param	4	4	4	0	2
RESULT1	1.0352	1.9273	1.4438	0.4046	4
RESULT2	2.0031	2.9329	2.3732	0.3598	4
int_param	-94	-8	-39.75	34.7014	4
float_param	-83.4663	8.2034	-30.2779	39.574	4
int_param_two	-70	6	-45.5	31.0604	4
choice_param	No numerical statistics available

submitit INFO (2025-12-28 17:12:53,163) - Starting with JobEnvironment(job_id=147735, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 17:12:53,163) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/147735/147735_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -8, "float_param": 7.4603162709807025, "int_param_two": -70, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-8' --float_param='7.46031627098070249104' --choice_param='4'  --int_param_two='-70' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766938266.9030342
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766938926.715429
Last modification: 1766938266.9030342
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-8' --float_param='7.46031627098070249104' --choice_param='4'  --int_param_two='-70' --nr_results=2 
stdout:
 OO-Info: int_param: -8
OO-Info: int_param_two: -70
OO-Info: float_param: 7.46031627098070249104
OO-Info: choice_param: 4
RESULT1: 1.03516480613417
RESULT2: 2.93291821735644

stderr was empty
Result: {'RESULT1': 1.03516480613417, 'RESULT2': 2.93291821735644}
Final-results: {'RESULT1': 1.03516480613417, 'RESULT2': 2.93291821735644}
EXIT_CODE: 0
submitit INFO (2025-12-28 17:13:00,745) - Job completed successfully
submitit INFO (2025-12-28 17:13:00,745) - Exiting after successful completion