OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2

Best RESULT, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	-100.0	10.0	2.0	-100	10.0	-100	2	-220166.12

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
RESULT	min

Last progressbar status

2026-07-16 07:45:28 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█▄, finishing jobs, finished 1 job

Git-Version

Commit: 97aea5719c97465c37645a73f388fa3b63aac505 (9375-5-g97aea5719)

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,RESULT,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-149240.874336162989493459463119506836,-53,-39.9034011363983154296875,-93,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-40735.605658157401194330304861068726,-1,-58.202757580787107372088939882815,3,1
2,1784187904,2,d59bfe98-ed24-45ba-9fe9-07bec7e8c173,1784187906,1784187912,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-100,-100,10,2,2_0,COMPLETED,BOTORCH_MODULAR,-220166.119999999995343387126922607422,-100,10,-100,2
3,1784187917,2,d59bfe98-ed24-45ba-9fe9-07bec7e8c173,1784187919,1784187925,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-42' --nr_results=1,0,,runnervm3jd5f,-100,-42,10,2,3_0,COMPLETED,BOTORCH_MODULAR,-132632.519999999989522621035575866699,-100,10,-42,2


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

Current git-hash: 97aea5719c97465c37645a73f388fa3b63aac505 (last fully tested stable version 5 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 07:44:56] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 91299247-1ab6-4def-9298-04bb6fbab633
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Machine, data, parameters – the holy t |
| rinity of truth.                                  |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                              ,.
                                                             (_|,.
                                                             ,' /, )_______   _
                                                         __j o``-'        `.'-)'
                                                         (")                 \'
                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=210 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 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=1
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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ 10.0                │ 2.0                  │ -100      │ 10.0        │ -100          │ 2            │ -220166.12 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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 RESULT: -220166.12                                                                                                                                                                        │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 07:44:59 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 07:45:04 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 07:45:04 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, requested 1 jobs, got 1, 4.86 s/job
2026-07-16 07:45:04 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 07:45:04 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, starting new job                   
2026-07-16 07:45:04 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, started new job                    
2026-07-16 07:45:14 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, new result: RESULT: -220166.120000 
2026-07-16 07:45:15 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, finishing jobs, finished 1 job
2026-07-16 07:45:17 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, getting new HP set (no sbatch)
2026-07-16 07:45:17 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, requested 1 jobs, got 1, 1.79 s/job
2026-07-16 07:45:17 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, eval #1/1 start                    
2026-07-16 07:45:17 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, starting new job                   
2026-07-16 07:45:17 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, started new job                    
2026-07-16 07:45:26 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█, new result: RESULT: -132632.520000 
2026-07-16 07:45:28 (d59bfe98-ed24-45ba-9fe9-07bec7e8c173): BOTORCH_MODULAR, best RESULT: -220166.12, ▅▁█▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.255 │    1 │        0.255 │
│       2 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.346 │      │              │
│     Max │   0.255 │      │              │
│     Min │   0.091 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.862 │    1 │        4.862 │
│         2 │   1.792 │    1 │        1.792 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.327 │      │              │
│    Median │   3.327 │      │              │
│     Total │   6.654 │      │              │
│       Max │   4.862 │      │              │
│       Min │   1.792 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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	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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
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	1
worker_timeout	10
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
1784187897,890.41796875,26.7

`RESULT` (goal: minimize)

Best value: -220166.12
Achieved at:
- int_param_two = -100 (r=0.924, strong positive correlation)
- choice_param = 2 (r=-0.858, strong negative correlation)
- int_param = -100 (r=0.839, strong positive correlation)
- float_param = 10 (r=-0.75, strong negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

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	-100	-42	-71	29	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-220166.12	-40735.6057	-135693.78	63924.8116	4
int_param	-100	-1	-63.5	40.8687	4
float_param	-58.2028	10	-19.5265	30.2271	4
int_param_two	-100	3	-58	41.7313	4
choice_param	1	2	1.75	0.433	4

submitit INFO (2026-07-16 07:45:05,223) - Starting with JobEnvironment(job_id=68317, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 07:45:05,223) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/68317/68317_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784187239.8477883
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784187858.5089808
Last modification: 1784187239.8477883
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT: -220166.12

stderr was empty
Result: {'RESULT': -220166.12}
Final-results: {'RESULT': -220166.12}
EXIT_CODE: 0
submitit INFO (2026-07-16 07:45:12,764) - Job completed successfully
submitit INFO (2026-07-16 07:45:12,764) - Exiting after successful completion