OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	TPE
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_choice…	int_param	float_param	int_param_two	choice_param	RESULT
-23	-90	0.38576678371…	16	-23	0.38576678371…	-90	16	-98944.2314817…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	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 19:41:33 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -98944.2314817428, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: bb3da5498a7ec1994891f33dac83f626ca69e85c (9405-6-gbb3da5498)

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
0,1784576471,2,80d8e5b3-25a2-41c0-8cee-7c2c40035bdb,1784576473,1784576479,6,./.tests/optimization_example  --int_param='-35' --float_param='-54.93535310029983520508' --choice_param='8' --int_param_two='-2' --nr_results=1,0,,runnervm76tkm,-35,-2,-54.935353100299842310505482601002,8,0_0,COMPLETED,SOBOL,-52821.785512576199835166335105895996,-35,-54.935353100299835205078125,-2,8
1,1784576483,1,80d8e5b3-25a2-41c0-8cee-7c2c40035bdb,1784576484,1784576490,6,./.tests/optimization_example  --int_param='-23' --float_param='0.385766783713719974' --choice_param='16' --int_param_two='-90' --nr_results=1,0,,runnervm76tkm,-23,-90,0.385766783713719918491591442944,16,1_0,COMPLETED,EXTERNAL_GENERATOR,-98944.231481742797768674790859222412,-23,0.385766783713719974002742674202,-90,16


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

Current git-hash: bb3da5498a7ec1994891f33dac83f626ca69e85c (last fully tested stable version 6 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 19:41:09] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: d0b9fb1c-e512-4ec1-9d44-0899977d5881
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/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.                                  |
 \                                                 /
  =================================================
                                                       \
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                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table --disable_notifications
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=85 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE 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_choice… ┃ int_param ┃ float_param    ┃ int_param_two ┃ choice_param ┃ RESULT          ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ -23             │ -90             │ 0.38576678371… │ 16              │ -23       │ 0.38576678371… │ -90           │ 16           │ -98944.2314817… │
└─────────────────┴─────────────────┴────────────────┴─────────────────┴───────────┴────────────────┴───────────────┴──────────────┴─────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.796 │    1 │        0.796 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.413 │      │              │
│    Median │   0.413 │      │              │
│     Total │   0.826 │      │              │
│       Max │   0.796 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.078 │    1 │        0.078 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.099 │      │              │
│  Median │   0.099 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.078 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 31s                                                                                                                               │
│    🏆 Best RESULT: -98944.2314817428                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/results.csv                                                                            │
│    🤖 Model: EXTERNAL_GENERATOR                                                                                                                    │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, Started OmniOpt2 run...
2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, getting new HP set (no sbatch)
2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, eval #1/1 start                    
2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, starting new job                   
2026-07-20 19:41:11 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, started new job                    
2026-07-20 19:41:20 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, new result: RESULT: -52821.785513  
2026-07-20 19:41:22 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): SOBOL, best RESULT: -52821.7855125762, finishing jobs, finished 1 job
2026-07-20 19:41:23 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, getting new HP set (no sbatch)
2026-07-20 19:41:23 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, requested 1 jobs, got 1, 0.80 s/job
2026-07-20 19:41:23 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, eval #1/1 start                    
2026-07-20 19:41:23 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, starting new job                   
2026-07-20 19:41:23 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, started new job                    
2026-07-20 19:41:32 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -52821.7855125762, new result: RESULT: -98944.231482  
2026-07-20 19:41:33 (80d8e5b3-25a2-41c0-8cee-7c2c40035bdb): EXTERNAL_GENERATOR, best RESULT: -98944.2314817428, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.078 │    1 │        0.078 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.099 │      │              │
│  Median │   0.099 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.078 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.796 │    1 │        0.796 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.413 │      │              │
│    Median │   0.413 │      │              │
│     Total │   0.826 │      │              │
│       Max │   0.796 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	TPE
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	TPE
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	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	True
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	True
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
1784576469,752.82421875,28.3

! 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	-35	-23	-29	6	2
OO_Info_int_param_two	-90	-2	-46	44	2
OO_Info_float_param	-54.9354	0.3858	-27.2748	27.6606	2
OO_Info_choice_param	8	16	12	4	2
RESULT	-98944.2315	-52821.7855	-75883.0085	23061.223	2
int_param	-35	-23	-29	6	2
float_param	-54.9354	0.3858	-27.2748	27.6606	2
int_param_two	-90	-2	-46	44	2
choice_param	8	16	12	4	2

submitit INFO (2026-07-20 19:41:11,932) - Starting with JobEnvironment(job_id=125661, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:41:11,932) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/single_runs/125661/125661_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -35, "float_param": -54.935353100299835, "int_param_two": -2, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-35' --float_param='-54.93535310029983520508' --choice_param='8' --int_param_two='-2' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784574186.1446269
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574812.5089011
Last modification: 1784574186.1446269
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-35' --float_param='-54.93535310029983520508' --choice_param='8' --int_param_two='-2' --nr_results=1
stdout:
 OO-Info: int_param: -35
OO-Info: int_param_two: -2
OO-Info: float_param: -54.93535310029983520508
OO-Info: choice_param: 8
RESULT: -52821.7855125762

stderr was empty
Result: {'RESULT': -52821.7855125762}
Final-results: {'RESULT': -52821.7855125762}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:41:19,465) - Job completed successfully
submitit INFO (2026-07-20 19:41:19,465) - Exiting after successful completion