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)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-98	-89	-86.6211613098…	16	-98	-86.6211613098…	-89	16	-279196.49199…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-20 20:16:31 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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
0,1784578571,2,208f089e-9d39-40de-85c6-ab9fbda3c8b3,1784578573,1784578579,6,./.tests/optimization_example --int_param='-45' --float_param='1.12648367881774902344' --choice_param='8'  --int_param_two='-51' --nr_results=1,0,,runnervm3jd5f,-45,-51,1.1264836788177490234375,8,0_0,COMPLETED,SOBOL,-56410.161286904702137690037488937378,-45,1.1264836788177490234375,-51,8
1,1784578581,2,208f089e-9d39-40de-85c6-ab9fbda3c8b3,1784578583,1784578589,6,./.tests/optimization_example --int_param='-98' --float_param='-86.62116130984762207845' --choice_param='16'  --int_param_two='-89' --nr_results=1,0,,runnervm3jd5f,-98,-89,-86.621161309847622078450513072312,16,1_0,COMPLETED,BOTORCH_MODULAR,-279196.491997650999110192060470581055,-98,-86.621161309847622078450513072312,-89,16


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:16:09] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 4083759c-1406-4e69-b1ee-895b3237c361
/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 - Cranking the dials like a mad scientis |
| t - IT’S ALIIIIVE!                                |
 \                                                 /
  =================================================
                                                    \
                                                     \
                                                      \
                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=342 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 │
└─────────────┴─────────────┘
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)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -98             │ -89             │ -86.6211613098… │ 16             │ -98       │ -86.6211613098… │ -89           │ 16           │ -279196.49199… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
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 / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 30s                                                                                                                               │
│    🏆 Best RESULT: -279196.491997651                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/0/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:16:11 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, Started OmniOpt2 run...
2026-07-20 20:16:11 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, getting new HP set (no sbatch)
2026-07-20 20:16:11 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 20:16:11 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, eval #1/1 start                    
2026-07-20 20:16:11 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, starting new job                   
2026-07-20 20:16:12 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, started new job                    
2026-07-20 20:16:20 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, new result: RESULT: -56410.161287  
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): SOBOL, best RESULT: -56410.1612869047, finishing jobs, finished 1 job
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, getting new HP set (no sbatch)
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, requested 1 jobs, got 1, 0.31 s/job
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, eval #1/1 start                    
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, starting new job                   
2026-07-20 20:16:21 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, started new job                    
2026-07-20 20:16:29 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -56410.1612869047, new result: RESULT: -279196.491998 
2026-07-20 20:16:31 (208f089e-9d39-40de-85c6-ab9fbda3c8b3): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.163 │    1 │        0.163 │
│       2 │   0.069 │    1 │        0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.116 │      │              │
│  Median │   0.116 │      │              │
│   Total │   0.232 │      │              │
│     Max │   0.163 │      │              │
│     Min │   0.069 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.307 │    1 │        0.307 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.171 │      │              │
│    Median │   0.171 │      │              │
│     Total │   0.341 │      │              │
│       Max │   0.307 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
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	[]
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
1784578569,887.14453125,27.3

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	-98	-45	-71.5	26.5	2
OO_Info_int_param_two	-89	-51	-70	19	2
OO_Info_float_param	-86.6212	1.1265	-42.7473	43.8738	2
OO_Info_choice_param	8	16	12	4	2
RESULT	-279196.492	-56410.1613	-167803.3266	111393.1654	2
int_param	-98	-45	-71.5	26.5	2
float_param	-86.6212	1.1265	-42.7473	43.8738	2
int_param_two	-89	-51	-70	19	2
choice_param	8	16	12	4	2

submitit INFO (2026-07-20 20:16:12,303) - Starting with JobEnvironment(job_id=76451, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:16:12,303) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/0/single_runs/76451/76451_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -45, "float_param": 1.126483678817749, "int_param_two": -51, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-45' --float_param='1.12648367881774902344' --choice_param='8'  --int_param_two='-51' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-45' --float_param='1.12648367881774902344' --choice_param='8'  --int_param_two='-51' --nr_results=1
stdout:
 OO-Info: int_param: -45
OO-Info: int_param_two: -51
OO-Info: float_param: 1.12648367881774902344
OO-Info: choice_param: 8
RESULT: -56410.1612869047

stderr was empty
Result: {'RESULT': -56410.1612869047}
Final-results: {'RESULT': -56410.1612869047}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:16:19,349) - Job completed successfully
submitit INFO (2026-07-20 20:16:19,349) - Exiting after successful completion