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
-21.0	10.0	-100.0	hallo	2.0351900457	-21	-100.0	10	hallo	1.0593298418

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

2026-05-31 11:30:33 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 4 done, ▁▇█▃, finishing jobs, finished 1 job

Git-Version

Commit: 4d604d1144428d61572f1a083b390631a8aef853 (9344-1-g4d604d114)

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,1.597956093800000143545503306086,2.76052278379999993518367773504,-44,7.3637974262237548828125,-74,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.079043471599999914900536168716,2.674508681099999840569125808543,-94,-99.809892838656367075600428506732,0,hallo
2,1780227007,2,c713718e-7491-42cf-a874-6116bca41945,1780227009,1780227015,6,./.tests/optimization_example --int_param='-21' --float_param='-100' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmiav63,-21,10,-100,hallo,2_0,COMPLETED,BOTORCH_MODULAR,1.05932984179999989393650139391,2.035190045699999839001748114242,-21,-100,10,hallo
3,1780227021,1,c713718e-7491-42cf-a874-6116bca41945,1780227022,1780227028,6,./.tests/optimization_example --int_param='-7' --float_param='-52.53715088425703783059' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmiav63,-7,10,-52.537150884257037830593617400154,hallo,3_0,COMPLETED,BOTORCH_MODULAR,1.418173379571280090516438576742,2.536874960732769856974755384726,-7,-52.537150884257037830593617400154,10,hallo


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

Current git-hash: 4d604d1144428d61572f1a083b390631a8aef853 (last fully tested stable version 1 commit ago [2c09badf8ff71f8f9eee5a24e4a2328f476e658c, 9344])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 11:30:04] 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: 7c5a7187-55fa-40f0-8391-7a2cd64484f7
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
                                                                             
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!@!  !!!  !@!   ! !@!  !@!  !!!  !!!  !@!  !!!  !!@!!!      !!!      !!:     
!!:  !!!  !!:     !!:  !!:  !!!  !!:  !!:  !!!  !!:         !!:     !:!      
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::::: ::  :::     ::    ::   ::   ::  ::::: ::   ::          ::    :: :::::  
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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=153 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      2      │    -21    │    -100     │      10       │    hallo     │ 1.0593298418 │ 2.0351900457 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 37s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.0593298418                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.0351900457                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.79 s/job
2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, starting new job                   
2026-05-31 11:30:07 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, started new job                    
2026-05-31 11:30:16 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, new result: RESULT1: 1.059330, RESULT2: 2.035190
2026-05-31 11:30:20 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, finishing jobs, finished 1 job     
2026-05-31 11:30:21 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, getting new HP set (no sbatch)     
2026-05-31 11:30:21 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, requested 1 jobs, got 1, 0.95 s/job
2026-05-31 11:30:21 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, eval #1/1 start                    
2026-05-31 11:30:21 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, starting new job                   
2026-05-31 11:30:21 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, started new job                    
2026-05-31 11:30:30 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 3 done, ▁▇█, new result: RESULT1: 1.418173, RESULT2: 2.536875
2026-05-31 11:30:33 (c713718e-7491-42cf-a874-6116bca41945): BOTORCH_MODULAR, 4 done, ▁▇█▃, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.103 │    1 │        0.103 │
│       2 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.188 │      │              │
│     Max │   0.103 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.786 │    1 │        0.786 │
│         2 │   0.949 │    1 │        0.949 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.868 │      │              │
│    Median │   0.868 │      │              │
│     Total │   1.735 │      │              │
│       Max │   0.949 │      │              │
│       Min │   0.786 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
disable_notifications	False
dump_config	None
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
1780227004,756.30078125,28.2

`RESULT1` (goal: minimize)

Best value: 1.0593298418
Achieved at:
- RESULT2 = 2.0351900457
- int_param = -21
- float_param = -100
- int_param_two = 10
- choice_param = hallo

`RESULT2` (goal: minimize)

Best value: 2.0351900457
Achieved at:
- RESULT1 = 1.0593298418
- int_param = -21
- float_param = -100
- int_param_two = 10
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-21	-7	-14	7	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	-100	-52.5372	-76.2686	23.7314	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0593	1.598	1.2886	0.2286	4
RESULT2	2.0352	2.7605	2.5018	0.2809	4
int_param	-94	-7	-41.5	33.0643	4
float_param	-100	7.3638	-61.2458	44.08	4
int_param_two	-74	10	-13.5	35.1675	4
choice_param	No numerical statistics available

submitit INFO (2026-05-31 11:30:08,150) - Starting with JobEnvironment(job_id=156978, hostname=runnervmiav63, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 11:30:08,150) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/156978/156978_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -21, "float_param": -100.0, "int_param_two": 10, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-21' --float_param='-100' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1780223847.3887067
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1780224441.1463706
Last modification: 1780223847.3887067
Hostname: runnervmiav63
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-21' --float_param='-100' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -21
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: hallo
RESULT1: 1.05932984182528
RESULT2: 2.03519004569122

stderr was empty
Result: {'RESULT1': 1.05932984182528, 'RESULT2': 2.03519004569122}
Final-results: {'RESULT1': 1.05932984182528, 'RESULT2': 2.03519004569122}
EXIT_CODE: 0
submitit INFO (2026-05-31 11:30:15,590) - Job completed successfully
submitit INFO (2026-05-31 11:30:15,590) - Exiting after successful completion