OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20

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
-64	-89	-92.1001439914…	8	-64	-92.1001439914…	-89	8	-229782.09963…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

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

2026-08-09 04:37:42 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -229782.099631527, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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
0,1786250240,2,5ec8cd61-f941-4136-b4fd-8b1e1687304b,1786250242,1786250248,6,./.tests/optimization_example --int_param='-26' --float_param='-24.80254352092742919922' --choice_param='4' --int_param_two='-21',0,,runnervmvrwv9,-26,-21,-24.80254352092742919921875,4,0_0,COMPLETED,SOBOL,-25314.836003167700255289673805236816,-26,-24.80254352092742919921875,-21,4
1,1786250251,2,5ec8cd61-f941-4136-b4fd-8b1e1687304b,1786250253,1786250259,6,./.tests/optimization_example --int_param='-64' --float_param='-92.10014399141073226929' --choice_param='8' --int_param_two='-89',0,,runnervmvrwv9,-64,-89,-92.100143991410718058432394172996,8,1_0,COMPLETED,SOBOL,-229782.099631527002202346920967102051,-64,-92.100143991410732269287109375,-89,8


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-09 04:37:17] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 44381eeb-062f-4a83-bf21-48b81ce0cb29
/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 - Optimizing like Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
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                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
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                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
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                                                                   ""VXXXXXXXXXXXXXXXXXXV""
omniopt --config_json=.tests/example_config_cpu.json --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2
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=__main__tests__&run_nr=5 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
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         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -64             │ -89             │ -92.1001439914… │ 8              │ -64       │ -92.1001439914… │ -89           │ 8            │ -229782.09963… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
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: 36s                                                                                                                               │
│    🏆 Best RESULT: -229782.099631527                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2/results.csv                                                                │
│    🤖 Model: SOBOL                                                                                                                                 │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, Started OmniOpt2 run...
2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, getting new HP set (no sbatch)
2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, eval #1/1 start                    
2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, starting new job                   
2026-08-09 04:37:20 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, started new job                    
2026-08-09 04:37:29 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, new result: RESULT: -25314.836003  
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, finishing jobs, finished 1 job
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, getting new HP set (no sbatch)
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, requested 1 jobs, got 1, 0.11 s/job
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, eval #1/1 start                    
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, starting new job                   
2026-08-09 04:37:31 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, started new job                    
2026-08-09 04:37:40 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -25314.8360031677, new result: RESULT: -229782.099632 
2026-08-09 04:37:42 (5ec8cd61-f941-4136-b4fd-8b1e1687304b): SOBOL, best RESULT: -229782.099631527, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.256 │    1 │        0.256 │
│       2 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.347 │      │              │
│     Max │   0.256 │      │              │
│     Min │   0.091 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.048 │    1 │        0.048 │
│         2 │   0.106 │    1 │        0.106 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.077 │      │              │
│    Median │   0.077 │      │              │
│     Total │   0.154 │      │              │
│       Max │   0.106 │      │              │
│       Min │   0.048 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	.tests/example_config_cpu.json
num_random_steps	20
max_eval	2
run_program	./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)'
	--choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
experiment_name	__main__tests__
mem_gb	4
parameter	[{'param': ['int_param', 'range', '-100', '10', 'int']}, {'param': ['float_param', 'range', '-100',
	'10', 'float']}, {'param': ['choice_param', 'choice', '1,2,4,8,16,hallo']},
	{'auto_exclude_defective_hosts': True, 'model': 'BOTORCH_MODULAR', 'num_random_steps': 1, 'param':
	['int_param_two', 'range', -100, 10, 'int']}]
continue_previous_job	None
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	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	True
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	20
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	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
1786250238,882.21875,26.7

! 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	-64	-26	-45	19	2
OO_Info_int_param_two	-89	-21	-55	34	2
OO_Info_float_param	-92.1001	-24.8025	-58.4513	33.6488	2
OO_Info_choice_param	4	8	6	2	2
RESULT	-229782.0996	-25314.836	-127548.4678	102233.6318	2
int_param	-64	-26	-45	19	2
float_param	-92.1001	-24.8025	-58.4513	33.6488	2
int_param_two	-89	-21	-55	34	2
choice_param	4	8	6	2	2

submitit INFO (2026-08-09 04:37:20,933) - Starting with JobEnvironment(job_id=91638, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-09 04:37:20,933) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__/2/single_runs/91638/91638_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -26, "float_param": -24.80254352092743, "int_param_two": -21, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-26' --float_param='-24.80254352092742919922' --choice_param='4' --int_param_two='-21'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1786248614.0651302
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1786249261.5758119
Last modification: 1786248614.0651302
Hostname: runnervmvrwv9
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DEBUG INFOS END

./.tests/optimization_example --int_param='-26' --float_param='-24.80254352092742919922' --choice_param='4' --int_param_two='-21'
stdout:
 OO-Info: int_param: -26
OO-Info: int_param_two: -21
OO-Info: float_param: -24.80254352092742919922
OO-Info: choice_param: 4
RESULT: -25314.8360031677

stderr was empty
Result: {'RESULT': -25314.8360031677}
Final-results: {'RESULT': -25314.8360031677}
EXIT_CODE: 0
submitit INFO (2026-08-09 04:37:28,540) - Job completed successfully
submitit INFO (2026-08-09 04:37:28,540) - Exiting after successful completion