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_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	choice_param	int_param_two	RESULT
nan	nan	nan	nan	-91	-96.0845918975…	1	-98	-299909.86719…

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

2026-07-20 20:19:48 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆▆, 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,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-9985.996177980299762566573917865753,-6,-19.656593799591064453125,hallo,-10
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-270580.733304455992765724658966064453,-91,-86.017697896868256179914169479162,8,-93
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-28209.201780480401794193312525749207,-38,-19.8649990558624267578125,8,-13
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-299909.86719102802453562617301940918,-91,-96.08459189759237517591827781871,1,-98
4,1784578766,2,a1442aae-4be9-4a0c-b6de-6840ee12e961,1784578768,1784578774,6,./.tests/optimization_example --int_param='4' --float_param='-100' --choice_param='1'  --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,4,-100,-100,1,4_0,COMPLETED,BOTORCH_MODULAR,-219777.320000000006984919309616088867,4,-100,1,-100
5,1784578778,2,a1442aae-4be9-4a0c-b6de-6840ee12e961,1784578780,1784578786,6,./.tests/optimization_example --int_param='-100' --float_param='-46.70752935354870061246' --choice_param='1'  --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,-100,-100,-46.707529353548700612464017467573,1,5_0,COMPLETED,BOTORCH_MODULAR,-246712.005918481008848175406455993652,-100,-46.707529353548700612464017467573,1,-100


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 20:19:23] 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: a91ba3a6-c660-415b-9c00-f39b5fcd4707
/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.")
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
                              | |              
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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=347 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_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ choice_param ┃ int_param_two ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ nan             │ nan             │ nan             │ nan            │ -91       │ -96.0845918975… │ 1            │ -98           │ -299909.86719… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴──────────────┴───────────────┴────────────────┘
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: 33s                                                                                                                               │
│    🏆 Best RESULT: -299909.867191028                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:19:25 (a1442aae-4be9-4a0c-b6de-6840ee12e961): SOBOL, best RESULT: -299909.867191028, ▁▇▁█, Started OmniOpt2 run...
2026-07-20 20:19:26 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, getting new HP set (no sbatch)
2026-07-20 20:19:26 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, requested 1 jobs, got 1, 0.81 s/job
2026-07-20 20:19:26 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, eval #1/1 start                    
2026-07-20 20:19:26 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, starting new job                   
2026-07-20 20:19:26 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, started new job                    
2026-07-20 20:19:35 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█, new result: RESULT: -219777.320000 
2026-07-20 20:19:37 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, finishing jobs, finished 1 job    
2026-07-20 20:19:38 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, getting new HP set (no sbatch)    
2026-07-20 20:19:38 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, requested 1 jobs, got 1, 0.74 s/job
2026-07-20 20:19:38 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, eval #1/1 start                    
2026-07-20 20:19:38 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, starting new job                   
2026-07-20 20:19:38 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, started new job                    
2026-07-20 20:19:47 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆, new result: RESULT: -246712.005918 
2026-07-20 20:19:48 (a1442aae-4be9-4a0c-b6de-6840ee12e961): BOTORCH_MODULAR, best RESULT: -299909.867191028, ▁▇▁█▆▆, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.151 │    1 │        0.151 │
│       2 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.112 │      │              │
│  Median │   0.112 │      │              │
│   Total │   0.223 │      │              │
│     Max │   0.151 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.806 │    1 │        0.806 │
│         2 │   0.737 │    1 │        0.737 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.772 │      │              │
│    Median │   0.772 │      │              │
│     Total │   1.543 │      │              │
│       Max │   0.806 │      │              │
│       Min │   0.737 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	['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
1784578763,752.9140625,28.1

`RESULT` (goal: minimize)

Best value: -299909.86719103
Achieved at:
- int_param_two = -98 (r=0.97, strong positive correlation)
- float_param = -96.084591897592 (r=0.858, strong positive correlation)
- int_param = -91 (r=0.649, moderate positive 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	4	-48	52	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-46.7075	-73.3538	26.6462	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-299909.8672	-9985.9962	-179195.8541	115871.5528	6
int_param	-100	4	-53.6667	42.3819	6
float_param	-100	-19.6566	-61.3886	34.1139	6
choice_param	No numerical statistics available
int_param_two	-100	-10	-69	40.7349	6

submitit INFO (2026-07-20 20:19:27,089) - Starting with JobEnvironment(job_id=82851, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:19:27,089) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/82851/82851_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 4, "float_param": -100.0, "int_param_two": -100, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='4' --float_param='-100' --choice_param='1'  --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577773.1909735
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578394.8802018
Last modification: 1784577773.1909735
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='4' --float_param='-100' --choice_param='1'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: 4
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 1
RESULT: -219777.32

stderr was empty
Result: {'RESULT': -219777.32}
Final-results: {'RESULT': -219777.32}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:19:34,640) - Job completed successfully
submitit INFO (2026-07-20 20:19:34,640) - Exiting after successful completion