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	-69.0	-100.0	hallo	-100	-100.0	hallo	-69	-275257.32

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

2026-07-16 07:28:31 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█▃, finishing jobs, finished 1 job

Git-Version

Commit: 217f22ee8fab51f519ae742bea744c5b9028bc6f (9375-4-g217f22ee8)

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,-42980.254666721899411641061305999756,-11,-54.53632056713104248046875,2,-17
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-262360.792349129973445087671279907227,-85,-80.765653002312163266651623416692,hallo,-99
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-121711.288801161004812456667423248291,-59,5.9364187717437744140625,hallo,-85
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-76998.620166406501084566116333007812,9,-82.401201459937922777498897630721,1,2
4,1784186888,2,d35e01c6-15ec-47dd-a369-21ddb8e4e157,1784186890,1784186896,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-69' --nr_results=1,0,,runnervm76tkm,-100,-69,-100,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-275257.320000000006984919309616088867,-100,-100,hallo,-69
5,1784186900,2,d35e01c6-15ec-47dd-a369-21ddb8e4e157,1784186902,1784186908,6,./.tests/optimization_example --int_param='-35' --float_param='-100' --choice_param='hallo'  --int_param_two='-18' --nr_results=1,0,,runnervm76tkm,-35,-18,-100,hallo,5_0,COMPLETED,BOTORCH_MODULAR,-131958.119999999995343387126922607422,-35,-100,hallo,-18


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

Current git-hash: 217f22ee8fab51f519ae742bea744c5b9028bc6f (last fully tested stable version 4 commits ago [7ec7c180ddeb70e69ef837c896ebe061f7046be1, 9375])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-16 07:28:05] 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: 1d9800fc-ad7d-4efe-bd09-9670c11b7491
/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=89 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            │ -69.0                 │ -100.0              │ hallo                │ -100      │ -100.0      │ hallo        │ -69           │ -275257.32 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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: 33s                                                                                                                                                                                 │
│    🏆 Best RESULT: -275257.32                                                                                                                                                                        │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                                                                      │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 07:28:08 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): SOBOL, best RESULT: -262360.79234913, ▁█▃▂, Started OmniOpt2 run...
2026-07-16 07:28:08 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, getting new HP set (no sbatch)
2026-07-16 07:28:08 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, requested 1 jobs, got 1, 0.68 s/job
2026-07-16 07:28:08 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, eval #1/1 start                    
2026-07-16 07:28:08 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, starting new job                   
2026-07-16 07:28:09 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, started new job                    
2026-07-16 07:28:18 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -262360.79234913, ▁█▃▂, new result: RESULT: -275257.320000 
2026-07-16 07:28:19 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, finishing jobs, finished 1 job          
2026-07-16 07:28:20 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, getting new HP set (no sbatch)          
2026-07-16 07:28:20 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, requested 1 jobs, got 1, 0.84 s/job     
2026-07-16 07:28:20 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, eval #1/1 start                         
2026-07-16 07:28:20 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, starting new job                        
2026-07-16 07:28:20 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, started new job                         
2026-07-16 07:28:29 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█, new result: RESULT: -131958.120000      
2026-07-16 07:28:31 (d35e01c6-15ec-47dd-a369-21ddb8e4e157): BOTORCH_MODULAR, best RESULT: -275257.32, ▁▇▃▂█▃, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.151 │    1 │        0.151 │
│       2 │   0.076 │    1 │        0.076 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.113 │      │              │
│  Median │   0.113 │      │              │
│   Total │   0.227 │      │              │
│     Max │   0.151 │      │              │
│     Min │   0.076 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.679 │    1 │        0.679 │
│         2 │   0.839 │    1 │        0.839 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.759 │      │              │
│    Median │   0.759 │      │              │
│     Total │   1.518 │      │              │
│       Max │   0.839 │      │              │
│       Min │   0.679 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784186885,753.70703125,28.2

`RESULT` (goal: minimize)

Best value: -275257.32
Achieved at:
- int_param = -100 (r=0.92, strong positive correlation)
- int_param_two = -69 (r=0.737, strong positive correlation)
- float_param = -100 (r=0.38, weak 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	-35	-67.5	32.5	2
OO_Info_int_param_two	-69	-18	-43.5	25.5	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	No numerical statistics available
RESULT	-275257.32	-42980.2547	-151877.7327	87750.9511	6
int_param	-100	9	-46.8333	38.6713	6
float_param	-100	5.9364	-68.6278	36.6603	6
choice_param	No numerical statistics available
int_param_two	-99	2	-47.6667	38.2347	6

submitit INFO (2026-07-16 07:28:09,317) - Starting with JobEnvironment(job_id=83912, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 07:28:09,317) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/83912/83912_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -69, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-69' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784185862.428608
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784186508.3956022
Last modification: 1784185862.428608
Hostname: runnervm76tkm
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-69' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -69
OO-Info: float_param: -100
OO-Info: choice_param: hallo
RESULT: -275257.32

stderr was empty
Result: {'RESULT': -275257.32}
Final-results: {'RESULT': -275257.32}
EXIT_CODE: 0
submitit INFO (2026-07-16 07:28:16,862) - Job completed successfully
submitit INFO (2026-07-16 07:28:16,862) - Exiting after successful completion