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
-100.0	-96.0	-37.29095791695086	1.0	2.42018679701457	-100	-37.29095791695086	-96	1	1.14717965440741

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

2026-01-04 11:09:17 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: b549b0cd8c7068d0460e7eda77444c0f42f81ee2 (9213-1-gb549b0cd8)

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,1.637858732400000016937724467425,2.203250316100000105734579847194,-100,-80.0024433434009552001953125,-79,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.896815538700000081107077676279,2.917745486499999874041577641037,-1,-7.08637309260666370391845703125,-91,hallo
2,1767524931,2,124e6acb-a54a-4c26-b26d-0cab4f3f8250,1767524933,1767524939,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='-15' --nr_results=2,0,,runnervmh13bl,-100,-15,-100,1,2_0,COMPLETED,BOTORCH_MODULAR,1.84654897249999994102154232678,2.426009953099999894021721047466,-100,-100,-15,1
3,1767524945,2,124e6acb-a54a-4c26-b26d-0cab4f3f8250,1767524947,1767524953,6,./.tests/optimization_example --int_param='-100' --float_param='-37.29095791695085893025' --choice_param='1'  --int_param_two='-96' --nr_results=2,0,,runnervmh13bl,-100,-96,-37.290957916950858930249523837119,1,3_0,COMPLETED,BOTORCH_MODULAR,1.147179654407409987726396138896,2.420186797014570068142802483635,-100,-37.290957916950858930249523837119,-96,1


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

Current git-hash: b549b0cd8c7068d0460e7eda77444c0f42f81ee2 (last fully tested stable version 1 commit ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:08:46] 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: 4407acc1-1e01-4ffe-a365-c83e423016be
                                                                             
 @@@@@@   @@@@@@@@@@   @@@  @@@  @@@   @@@@@@   @@@@@@@   @@@@@@@   @@@@@@   
@@@@@@@@  @@@@@@@@@@@  @@@@ @@@  @@@  @@@@@@@@  @@@@@@@@  @@@@@@@  @@@@@@@@  
@@!  @@@  @@! @@! @@!  @@!@!@@@  @@!  @@!  @@@  @@!  @@@    @@!         @@@  
!@!  @!@  !@! !@! !@!  !@!!@!@!  !@!  !@!  @!@  !@!  @!@    !@!        @!@   
@!@  !@!  @!! !!@ @!@  @!@ !!@!  !!@  @!@  !@!  @!@@!@!     @!!       !!@    
!@!  !!!  !@!   ! !@!  !@!  !!!  !!!  !@!  !!!  !!@!!!      !!!      !!:     
!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
:!:  !:!  :!:     :!:  :!:  !:!  :!:  :!:  !:!  :!:         :!:    :!:       
::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
 : :  :    :      :    ::    :   :     : :  :    :           :     :: : :::  
                                                                             

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=521 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      │   -100    │ -80.00244334340096 │      -79      │      1       │   1.6378587324   │   2.2032503161   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │ -37.29095791695086 │      -96      │      1       │ 1.14717965440741 │ 2.42018679701457 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:08:50 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-01-04 11:08:51 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-01-04 11:08:51 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.27 s/job
2026-01-04 11:08:51 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, eval #1/1 start                    
2026-01-04 11:08:51 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, starting new job                   
2026-01-04 11:08:51 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, started new job                    
2026-01-04 11:09:00 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, new result: RESULT1: 1.846549, RESULT2: 2.426010
2026-01-04 11:09:04 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2026-01-04 11:09:05 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2026-01-04 11:09:05 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.08 s/job     
2026-01-04 11:09:05 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2026-01-04 11:09:05 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, starting new job                        
2026-01-04 11:09:05 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, started new job                         
2026-01-04 11:09:14 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.147180, RESULT2: 2.420187
2026-01-04 11:09:17 (124e6acb-a54a-4c26-b26d-0cab4f3f8250): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.232 │    1 │        0.232 │
│       2 │   0.112 │    1 │        0.112 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.172 │      │              │
│  Median │   0.172 │      │              │
│   Total │   0.344 │      │              │
│     Max │   0.232 │      │              │
│     Min │   0.112 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.275 │    1 │        1.275 │
│         2 │   1.076 │    1 │        1.076 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.176 │      │              │
│    Median │   1.176 │      │              │
│     Total │   2.351 │      │              │
│       Max │   1.275 │      │              │
│       Min │   1.076 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767524927,786.859375,27.2

`RESULT1` (goal: minimize)

Best value: 1.1471796544074
Achieved at:
- RESULT2 = 2.4201867970146
- int_param = -100
- float_param = -37.290957916951
- int_param_two = -96
- choice_param = 1

`RESULT2` (goal: minimize)

Best value: 2.2032503161
Achieved at:
- RESULT1 = 1.6378587324
- int_param = -100
- float_param = -80.002443343401
- int_param_two = -79
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-96	-15	-55.5	40.5	2
OO_Info_float_param	-100	-37.291	-68.6455	31.3545	2
OO_Info_choice_param	1	1	1	0	2
RESULT1	1.1472	1.8968	1.6321	0.2963	4
RESULT2	2.2033	2.9177	2.4918	0.2618	4
int_param	-100	-1	-75.25	42.8683	4
float_param	-100	-7.0864	-56.0949	36.2445	4
int_param_two	-96	-15	-70.25	32.4913	4
choice_param	No numerical statistics available

submitit INFO (2026-01-04 11:08:52,203) - Starting with JobEnvironment(job_id=148124, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:08:52,203) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/148124/148124_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -15, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='-15' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767521351.938193
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767522004.819515
Last modification: 1767521351.938193
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='1'  --int_param_two='-15' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -15
OO-Info: float_param: -100
OO-Info: choice_param: 1
RESULT1: 1.8465489724922
RESULT2: 2.42600995311247

stderr was empty
Result: {'RESULT1': 1.8465489724922, 'RESULT2': 2.42600995311247}
Final-results: {'RESULT1': 1.8465489724922, 'RESULT2': 2.42600995311247}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:08:59,774) - Job completed successfully
submitit INFO (2026-01-04 11:08:59,774) - Exiting after successful completion