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_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	choice_param	int_param_two	RESULT
-99.0	-100.0	-100.0	16.0	-99	-100.0	16	-100	-329345.32

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

2026-07-26 06:17:04 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -329345.32, ▂▄▁▆▂█, 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,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-110002.808185125002637505531311035156,-69,-68.347043693065643310546875,8,-5
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-210949.044615710008656606078147888184,-95,-13.521675452586856991388231108431,4,-99
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-71994.130210584800806827843189239502,-79,-1.563613414764404296875,4,-3
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-258126.340900703013176098465919494629,-78,-90.141064163011634491340373642743,16,-94
4,1785046604,2,71bead9a-c010-42ca-8dee-ad83599c83ee,1785046606,1785046612,6,./.tests/optimization_example --int_param='-27' --float_param='-33.15894561455225897362' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervmliwqe,-27,-100,-33.158945614552258973617426818237,16,4_0,COMPLETED,BOTORCH_MODULAR,-135592.371304144005989655852317810059,-27,-33.158945614552258973617426818237,16,-100
5,1785046615,1,71bead9a-c010-42ca-8dee-ad83599c83ee,1785046616,1785046622,6,./.tests/optimization_example --int_param='-99' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervmliwqe,-99,-100,-100,16,5_0,COMPLETED,BOTORCH_MODULAR,-329345.320000000006984919309616088867,-99,-100,16,-100


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-26 06:16:41] 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: da2c26b4-180c-42b6-b480-6ad9656018e9
/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 - Optimizing like Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
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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=98 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_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ choice_param ┃ int_param_two ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -99.0             │ -100.0            │ -100.0            │ 16.0             │ -99       │ -100.0      │ 16           │ -100          │ -329345.32 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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: 29s                                                                                                                               │
│    🏆 Best RESULT: -329345.32                                                                                                                      │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 06:16:43 (71bead9a-c010-42ca-8dee-ad83599c83ee): SOBOL, best RESULT: -258126.340900703, ▂▆▁█, Started OmniOpt2 run...
2026-07-26 06:16:44 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, getting new HP set (no sbatch)
2026-07-26 06:16:44 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, requested 1 jobs, got 1, 0.81 s/job
2026-07-26 06:16:44 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, eval #1/1 start                    
2026-07-26 06:16:44 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, starting new job                   
2026-07-26 06:16:44 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, started new job                    
2026-07-26 06:16:52 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█, new result: RESULT: -135592.371304 
2026-07-26 06:16:54 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, finishing jobs, finished 1 job    
2026-07-26 06:16:55 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, getting new HP set (no sbatch)    
2026-07-26 06:16:55 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, requested 1 jobs, got 1, 0.62 s/job
2026-07-26 06:16:55 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, eval #1/1 start                    
2026-07-26 06:16:55 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, starting new job                   
2026-07-26 06:16:55 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, started new job                    
2026-07-26 06:17:03 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -258126.340900703, ▂▆▁█▃, new result: RESULT: -329345.320000 
2026-07-26 06:17:04 (71bead9a-c010-42ca-8dee-ad83599c83ee): BOTORCH_MODULAR, best RESULT: -329345.32, ▂▄▁▆▂█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.129 │    1 │        0.129 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.098 │      │              │
│  Median │   0.098 │      │              │
│   Total │   0.196 │      │              │
│     Max │   0.129 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.815 │    1 │        0.815 │
│         2 │   0.620 │    1 │        0.620 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.717 │      │              │
│    Median │   0.717 │      │              │
│     Total │   1.434 │      │              │
│       Max │   0.815 │      │              │
│       Min │   0.620 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1785046601,753.4765625,29.2

`RESULT` (goal: minimize)

Best value: -329345.32
Achieved at:
- int_param_two = -100 (r=0.749, strong positive correlation)
- float_param = -100 (r=0.706, strong positive correlation)
- choice_param = 16 (r=-0.57, moderate negative correlation)
- int_param = -99 (r=0.521, 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	-99	-27	-63	36	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-33.1589	-66.5795	33.4205	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-329345.32	-71994.1302	-186001.6692	89150.0469	6
int_param	-99	-27	-74.5	23.592	6
float_param	-100	-1.5636	-51.1221	37.4182	6
choice_param	4	16	10.6667	5.4975	6
int_param_two	-100	-3	-66.8333	44.48	6

submitit INFO (2026-07-26 06:16:45,046) - Starting with JobEnvironment(job_id=83247, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 06:16:45,046) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/83247/83247_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -27, "float_param": -33.15894561455226, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-27' --float_param='-33.15894561455225897362' --choice_param='16'  --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045655.5418453
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046252.6405394
Last modification: 1785045655.5418453
Hostname: runnervmliwqe
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-27' --float_param='-33.15894561455225897362' --choice_param='16'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -27
OO-Info: int_param_two: -100
OO-Info: float_param: -33.15894561455225897362
OO-Info: choice_param: 16
RESULT: -135592.371304144

stderr was empty
Result: {'RESULT': -135592.371304144}
Final-results: {'RESULT': -135592.371304144}
EXIT_CODE: 0
submitit INFO (2026-07-26 06:16:52,383) - Job completed successfully
submitit INFO (2026-07-26 06:16:52,383) - Exiting after successful completion