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_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	-100.0	-62.3662376936…	1.0	-100	-62.3662376936…	-100	1	-265357.41980…

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

2026-07-20 19:20:16 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -265357.419809958, ▁▅▁█, finishing jobs, finished 1 job

Git-Version

Commit: 1d8438942b0dad3870060c63f9266acf9bdf359b (9405-7-g1d8438942)

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,-111177.519949266003095544874668121338,9,-97.7516422979533672332763671875,-18,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-217597.257035501999780535697937011719,-100,-8.26776935095761622562804404879,-98,1
2,1784575191,2,32066895-d27c-48ff-b746-f8e11f75d510,1784575193,1784575199,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='1' --int_param_two='-27' --nr_results=1,0,,runnervm3jd5f,-100,-27,10,1,2_0,COMPLETED,BOTORCH_MODULAR,-121003.720000000001164153218269348145,-100,10,-27,1
3,1784575204,2,32066895-d27c-48ff-b746-f8e11f75d510,1784575206,1784575212,6,./.tests/optimization_example  --int_param='-100' --float_param='-62.36623769363873748262' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-100,-100,-62.366237693638737482615397311747,1,3_0,COMPLETED,BOTORCH_MODULAR,-265357.419809958024416118860244750977,-100,-62.366237693638737482615397311747,-100,1


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

Current git-hash: 1d8438942b0dad3870060c63f9266acf9bdf359b (last fully tested stable version 7 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:19:42] 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: 94070204-6197-4475-a6d5-e04164da5037
/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.")
  __                         __           __ 
 /\_\/                   o  /\_\/        /  )
|    | _  _  _    _  _     |    |  _ _|_   / 
|    |/ |/ |/ |  / |/ |  | |    ||/ \_|   /  
 \__/   |  |  |_/  |  |_/|_/\__/ |__/ |_//___
                                /|           
                                \|           

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=775 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_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -100.0          │ -100.0          │ -62.3662376936… │ 1.0            │ -100      │ -62.3662376936… │ -100          │ 1            │ -265357.41980… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
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: 46s                                                                                                                               │
│    🏆 Best RESULT: -265357.419809958                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:19:47 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:19:51 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:19:51 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, requested 1 jobs, got 1, 4.62 s/job
2026-07-20 19:19:51 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:19:51 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:19:52 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, started new job                    
2026-07-20 19:20:01 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, new result: RESULT: -121003.720000 
2026-07-20 19:20:02 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, finishing jobs, finished 1 job
2026-07-20 19:20:04 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, getting new HP set (no sbatch)
2026-07-20 19:20:04 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, requested 1 jobs, got 1, 1.74 s/job
2026-07-20 19:20:04 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, eval #1/1 start                    
2026-07-20 19:20:04 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, starting new job                   
2026-07-20 19:20:04 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, started new job                    
2026-07-20 19:20:13 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -217597.257035502, ▁█▁, new result: RESULT: -265357.419810 
2026-07-20 19:20:16 (32066895-d27c-48ff-b746-f8e11f75d510): BOTORCH_MODULAR, best RESULT: -265357.419809958, ▁▅▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.266 │    1 │        0.266 │
│       2 │   0.097 │    1 │        0.097 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.182 │      │              │
│  Median │   0.182 │      │              │
│   Total │   0.364 │      │              │
│     Max │   0.266 │      │              │
│     Min │   0.097 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.617 │    1 │        4.617 │
│         2 │   1.737 │    1 │        1.737 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.177 │      │              │
│    Median │   3.177 │      │              │
│     Total │   6.354 │      │              │
│       Max │   4.617 │      │              │
│       Min │   1.737 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784575183,890.5859375,26.7

`RESULT` (goal: minimize)

Best value: -265357.41980996
Achieved at:
- int_param_two = -100 (r=0.97, strong positive correlation)
- int_param = -100 (r=0.6, moderate positive correlation)
- choice_param = 1 (r=0.6, moderate positive correlation)
- float_param = -62.366237693639 (r=-0.028, weak 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	-27	-63.5	36.5	2
OO_Info_float_param	-62.3662	10	-26.1831	36.1831	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-265357.4198	-111177.5199	-178783.9792	65020.4253	4
int_param	-100	9	-72.75	47.1984	4
float_param	-97.7516	10	-39.5964	42.8421	4
int_param_two	-100	-18	-60.75	38.3886	4
choice_param	1	8	2.75	3.0311	4

submitit INFO (2026-07-20 19:19:52,267) - Starting with JobEnvironment(job_id=68095, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:19:52,267) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/68095/68095_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -27, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='1' --int_param_two='-27' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574490.7391434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784575141.7809556
Last modification: 1784574490.7391434
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='1' --int_param_two='-27' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -27
OO-Info: float_param: 10
OO-Info: choice_param: 1
RESULT: -121003.72

stderr was empty
Result: {'RESULT': -121003.72}
Final-results: {'RESULT': -121003.72}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:19:59,850) - Job completed successfully
submitit INFO (2026-07-20 19:19:59,850) - Exiting after successful completion