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_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	choice_param	int_param_two	RESULT
-100.0	-100.0	-82.05993624556966	8.0	-100	-82.05993624556967	8	-100	-295775.244990827

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

2026-07-16 08:16:26 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -295775.244990827, ▁▂▁▄▆█, finishing jobs, finished 1 job

Git-Version

Commit: 4dbf7396f981f08fde2dc949ee922ec66a2c2b6f (9375-12-g4dbf7396f)

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,-43137.551363180602493230253458023071,0,-53.2407343387603759765625,4,-25
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-92560.063723971703439019620418548584,-90,-1.215655427802345700527553162829,16,8
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-67544.353731357696233317255973815918,-38,-51.746659576892852783203125,1,-36
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-166861.749683072994230315089225769043,-98,0.959830658590956065090438187326,8,-73
4,1784189766,2,5085cd89-0d53-4a9f-852d-4c2e2dc658d0,1784189768,1784189774,6,./.tests/optimization_example --int_param='-100' --float_param='-44.20730676306898487837' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,-100,-100,-44.207306763068977772945800097659,8,4_0,COMPLETED,BOTORCH_MODULAR,-244194.510388747992692515254020690918,-100,-44.207306763068984878373157698661,8,-100
5,1784189776,2,5085cd89-0d53-4a9f-852d-4c2e2dc658d0,1784189778,1784189784,6,./.tests/optimization_example --int_param='-100' --float_param='-82.05993624556967347417' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervm76tkm,-100,-100,-82.059936245569659263310313690454,8,5_0,COMPLETED,BOTORCH_MODULAR,-295775.244990826991852372884750366211,-100,-82.059936245569673474165028892457,8,-100


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

Current git-hash: 4dbf7396f981f08fde2dc949ee922ec66a2c2b6f (last fully tested stable version 12 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 08:16:03] 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: bca9b232-3c9f-4074-a967-c1f18241be4a
/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 - Inception-level optimization: going de |
| eper with every layer.                            |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
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=272 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_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ choice_param ┃ int_param_two ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -82.05993624556966  │ 8.0                  │ -100      │ -82.05993624556967 │ 8            │ -100          │ -295775.244990827 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
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: 28s                                                                                                                                                                                 │
│    🏆 Best RESULT: -295775.244990827                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): SOBOL, best RESULT: -166861.749683073, ▁▃▂█, Started OmniOpt2 run...
2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, getting new HP set (no sbatch)
2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, requested 1 jobs, got 1, 0.64 s/job
2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, eval #1/1 start                    
2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, starting new job                   
2026-07-16 08:16:06 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, started new job                    
2026-07-16 08:16:14 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -166861.749683073, ▁▃▂█, new result: RESULT: -244194.510389 
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, finishing jobs, finished 1 job    
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, getting new HP set (no sbatch)    
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, requested 1 jobs, got 1, 0.50 s/job
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, eval #1/1 start                    
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, starting new job                   
2026-07-16 08:16:16 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, started new job                    
2026-07-16 08:16:24 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -244194.510388748, ▁▂▁▅█, new result: RESULT: -295775.244991 
2026-07-16 08:16:26 (5085cd89-0d53-4a9f-852d-4c2e2dc658d0): BOTORCH_MODULAR, best RESULT: -295775.244990827, ▁▂▁▄▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.101 │    1 │        0.101 │
│       2 │   0.048 │    1 │        0.048 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.074 │      │              │
│  Median │   0.074 │      │              │
│   Total │   0.149 │      │              │
│     Max │   0.101 │      │              │
│     Min │   0.048 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.636 │    1 │        0.636 │
│         2 │   0.498 │    1 │        0.498 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.567 │      │              │
│    Median │   0.567 │      │              │
│     Total │   1.134 │      │              │
│       Max │   0.636 │      │              │
│       Min │   0.498 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
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
1784189763,753.27734375,29.6

`RESULT` (goal: minimize)

Best value: -295775.24499083
Achieved at:
- int_param_two = -100 (r=0.873, strong positive correlation)
- int_param = -100 (r=0.774, strong positive correlation)
- float_param = -82.05993624557 (r=0.344, weak positive correlation)
- choice_param = 8 (r=-0.214, weak negative 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	-100	-100	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-82.0599	-44.2073	-63.1336	18.9263	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-295775.245	-43137.5514	-151678.9123	93012.8098	6
int_param	-100	0	-71	38.5184	6
float_param	-82.0599	0.9598	-38.5851	29.6366	6
choice_param	1	16	7.5	4.6098	6
int_param_two	-100	8	-54.3333	40.0028	6

submitit INFO (2026-07-16 08:16:06,983) - Starting with JobEnvironment(job_id=83765, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 08:16:06,983) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/83765/83765_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -44.207306763068985, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-44.20730676306898487837' --choice_param='8'  --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784188927.903939
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784189442.7156491
Last modification: 1784188927.903939
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-44.20730676306898487837' --choice_param='8'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -44.20730676306898487837
OO-Info: choice_param: 8
RESULT: -244194.510388748

stderr was empty
Result: {'RESULT': -244194.510388748}
Final-results: {'RESULT': -244194.510388748}
EXIT_CODE: 0
submitit INFO (2026-07-16 08:16:14,096) - Job completed successfully
submitit INFO (2026-07-16 08:16:14,096) - Exiting after successful completion