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
-77.0	-88.0	-99.8363801012574	16.0	2.9929646087	-77	-99.83638010125742	-88	16	1.0651101804

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

2026-05-10 10:44:10 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 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,1.457294537300000136781363835325,2.632716508400000154921372086392,-72,-92.28292845189571380615234375,7,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.940427671500000172954969457351,2.587293326500000212320173886837,-72,2.737509618998465121819663181668,-83,8
2,1778409823,2,4c19c53c-9d1a-4a14-aecc-0e6e20f92192,1778409825,1778409831,6,./.tests/optimization_example --int_param='-77' --float_param='-99.83638010125741857337' --choice_param='16'  --int_param_two='-88' --nr_results=2,0,,runnervmeorf1,-77,-88,-99.836380101257404362513625528663,16,2_0,COMPLETED,BOTORCH_MODULAR,1.065110180400000050582320909598,2.992964608699999917718059805338,-77,-99.836380101257418573368340730667,-88,16
3,1778409837,2,4c19c53c-9d1a-4a14-aecc-0e6e20f92192,1778409839,1778409845,6,./.tests/optimization_example --int_param='-66' --float_param='-100' --choice_param='4'  --int_param_two='-83' --nr_results=2,0,,runnervmeorf1,-66,-83,-100,4,3_0,COMPLETED,BOTORCH_MODULAR,1.899255225042910000254892111116,2.317204655005720148608361341758,-66,-100,-83,4


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (version: 9326)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:43:38] 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: fcc8d078-519e-4441-93b1-2831e1e6c19e
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

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=146 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      │    -72    │ -92.28292845189571 │       7       │      4       │ 1.4572945373000001 │   2.6327165084   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      2      │    -77    │ -99.83638010125742 │      -88      │      16      │    1.0651101804    │   2.9929646087   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -66    │        -100        │      -83      │      4       │  1.89925522504291  │ 2.31720465500572 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 43s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.0651101804                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.31720465500572                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:43:42 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-10 10:43:43 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-10 10:43:43 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.85 s/job
2026-05-10 10:43:43 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-10 10:43:43 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, starting new job                   
2026-05-10 10:43:43 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, started new job                    
2026-05-10 10:43:52 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, new result: RESULT1: 1.065110, RESULT2: 2.992965
2026-05-10 10:43:55 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, finishing jobs, finished 1 job     
2026-05-10 10:43:57 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, getting new HP set (no sbatch)     
2026-05-10 10:43:57 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, requested 1 jobs, got 1, 2.25 s/job
2026-05-10 10:43:57 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, eval #1/1 start                    
2026-05-10 10:43:57 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, starting new job                   
2026-05-10 10:43:58 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, started new job                    
2026-05-10 10:44:07 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 3 done, ▄▁█, new result: RESULT1: 1.899255, RESULT2: 2.317205
2026-05-10 10:44:10 (4c19c53c-9d1a-4a14-aecc-0e6e20f92192): BOTORCH_MODULAR, 4 done, ▄▁█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.251 │    1 │        0.251 │
│       2 │   0.107 │    1 │        0.107 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.179 │      │              │
│  Median │   0.179 │      │              │
│   Total │   0.358 │      │              │
│     Max │   0.251 │      │              │
│     Min │   0.107 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.855 │    1 │        0.855 │
│         2 │   2.250 │    1 │        2.250 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.552 │      │              │
│    Median │   1.552 │      │              │
│     Total │   3.105 │      │              │
│       Max │   2.250 │      │              │
│       Min │   0.855 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778409820,774.43359375,26.9

`RESULT1` (goal: minimize)

Best value: 1.0651101804
Achieved at:
- RESULT2 = 2.9929646087
- int_param = -77
- float_param = -99.836380101257
- int_param_two = -88
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.3172046550057
Achieved at:
- RESULT1 = 1.8992552250429
- int_param = -66
- float_param = -100
- int_param_two = -83
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-77	-66	-71.5	5.5	2
OO_Info_int_param_two	-88	-83	-85.5	2.5	2
OO_Info_float_param	-100	-99.8364	-99.9182	0.0818	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.0651	1.9404	1.5905	0.3576	4
RESULT2	2.3172	2.993	2.6325	0.2405	4
int_param	-77	-66	-71.75	3.8971	4
float_param	-100	2.7375	-72.3454	43.4611	4
int_param_two	-88	7	-61.75	39.7453	4
choice_param	4	16	8	4.899	4

submitit INFO (2026-05-10 10:43:43,762) - Starting with JobEnvironment(job_id=151972, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:43:43,763) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/151972/151972_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -77, "float_param": -99.83638010125742, "int_param_two": -88, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-77' --float_param='-99.83638010125741857337' --choice_param='16'  --int_param_two='-88' --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='-77' --float_param='-99.83638010125741857337' --choice_param='16'  --int_param_two='-88' --nr_results=2 
stdout:
 OO-Info: int_param: -77
OO-Info: int_param_two: -88
OO-Info: float_param: -99.83638010125741857337
OO-Info: choice_param: 16
RESULT1: 1.06511018036781
RESULT2: 2.99296460868524

stderr was empty
Result: {'RESULT1': 1.06511018036781, 'RESULT2': 2.99296460868524}
Final-results: {'RESULT1': 1.06511018036781, 'RESULT2': 2.99296460868524}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:43:51,234) - Job completed successfully
submitit INFO (2026-05-10 10:43:51,234) - Exiting after successful completion