OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	choice_param	int_param_two	RESULT
-100.0	-100.0	-100.0	8.0	-100	-100.0	8	-100	-330230.92

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-16 07:56:22 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -330230.92, ▄▁▂▃▆█, finishing jobs, finished 1 job

Git-Version

Commit: 8dc18a659cdc2aed0ea64c43e7702ffcd93747db (9375-6-g8dc18a659)

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,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-204269.039709467993816360831260681152,-100,-61.15203678607940673828125,8,-66
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-62972.203137826698366552591323852539,9,-71.651473004650569009754690341651,4,-15
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-106835.263290575996506959199905395508,-2,-26.20631873607635498046875,16,-93
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-160050.111292048997711390256881713867,-83,-82.995676764287253490692819468677,1,-17
4,1784188556,2,dd4335fe-8419-4e93-8538-ee01bd5c0a86,1784188558,1784188564,6,./.tests/optimization_example --int_param='-100' --float_param='-93.41806860319920247093' --choice_param='8'  --int_param_two='-82' --nr_results=1,0,,runnervm3jd5f,-100,-82,-93.418068603199202470932505093515,8,4_0,COMPLETED,BOTORCH_MODULAR,-282476.482275840011425316333770751953,-100,-93.418068603199202470932505093515,8,-82
5,1784188570,2,dd4335fe-8419-4e93-8538-ee01bd5c0a86,1784188572,1784188578,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-100,-100,-100,8,5_0,COMPLETED,BOTORCH_MODULAR,-330230.919999999983701854944229125977,-100,-100,8,-100


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

Current git-hash: 8dc18a659cdc2aed0ea64c43e7702ffcd93747db (last fully tested stable version 6 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-16 07:55:46] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: dae3119d-c7cd-492f-b6d2-be78b95fb038
/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 - This is not madness... this is hyperpa |
| rameter tuning!                                   |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=251 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
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: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ choice_param ┃ int_param_two ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -100.0              │ 8.0                  │ -100      │ -100.0      │ 8            │ -100          │ -330230.92 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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 / 6 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 47s                                                                                                                                                                                 │
│    🏆 Best RESULT: -330230.92                                                                                                                                                                        │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 07:55:52 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): SOBOL, best RESULT: -204269.039709468, █▁▃▅, Started OmniOpt2 run...
2026-07-16 07:55:56 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, getting new HP set (no sbatch)
2026-07-16 07:55:56 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, requested 1 jobs, got 1, 4.42 s/job
2026-07-16 07:55:56 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, eval #1/1 start                    
2026-07-16 07:55:56 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, starting new job                   
2026-07-16 07:55:57 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, started new job                    
2026-07-16 07:56:06 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -204269.039709468, █▁▃▅, new result: RESULT: -282476.482276 
2026-07-16 07:56:08 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, finishing jobs, finished 1 job     
2026-07-16 07:56:10 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, getting new HP set (no sbatch)     
2026-07-16 07:56:10 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, requested 1 jobs, got 1, 1.65 s/job
2026-07-16 07:56:10 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, eval #1/1 start                    
2026-07-16 07:56:10 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, starting new job                   
2026-07-16 07:56:10 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, started new job                    
2026-07-16 07:56:19 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -282476.48227584, ▅▁▂▄█, new result: RESULT: -330230.920000 
2026-07-16 07:56:22 (dd4335fe-8419-4e93-8538-ee01bd5c0a86): BOTORCH_MODULAR, best RESULT: -330230.92, ▄▁▂▃▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.297 │    1 │        0.297 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.198 │      │              │
│  Median │   0.198 │      │              │
│   Total │   0.397 │      │              │
│     Max │   0.297 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.418 │    1 │        4.418 │
│         2 │   1.654 │    1 │        1.654 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.036 │      │              │
│    Median │   3.036 │      │              │
│     Total │   6.073 │      │              │
│       Max │   4.418 │      │              │
│       Min │   1.654 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	adding_old_jobs_to_new_jobs
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1784188547,886.83984375,26.7

`RESULT` (goal: minimize)

Best value: -330230.92
Achieved at:
- int_param = -100 (r=0.859, strong positive correlation)
- float_param = -100 (r=0.678, moderate positive correlation)
- int_param_two = -100 (r=0.623, moderate positive correlation)
- choice_param = 8 (r=-0.022, 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.

Convergence Analysis

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	-82	-91	9	2
OO_Info_float_param	-100	-93.4181	-96.709	3.291	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-330230.92	-62972.2031	-191139.0033	93418.2911	6
int_param	-100	9	-62.6667	47.2781	6
float_param	-100	-26.2063	-72.5706	24.415	6
choice_param	1	16	7.5	4.6098	6
int_param_two	-100	-15	-62.1667	34.29	6

submitit INFO (2026-07-16 07:55:57,421) - Starting with JobEnvironment(job_id=81215, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 07:55:57,421) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/81215/81215_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -93.4180686031992, "int_param_two": -82, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-93.41806860319920247093' --choice_param='8'  --int_param_two='-82' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784187412.0802248
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784188065.183696
Last modification: 1784187412.0802248
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-93.41806860319920247093' --choice_param='8'  --int_param_two='-82' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -82
OO-Info: float_param: -93.41806860319920247093
OO-Info: choice_param: 8
RESULT: -282476.48227584

stderr was empty
Result: {'RESULT': -282476.48227584}
Final-results: {'RESULT': -282476.48227584}
EXIT_CODE: 0
submitit INFO (2026-07-16 07:56:04,984) - Job completed successfully
submitit INFO (2026-07-16 07:56:04,985) - Exiting after successful completion