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	-98	-86.6211613098…	16	-89	-279196.49199…

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 20:17:55 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆▂, 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,-56410.161286904702137690037488937378,-45,1.1264836788177490234375,8,-51
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-279196.491997650999110192060470581055,-98,-86.621161309847622078450513072312,16,-89
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-72198.819886862693238072097301483154,-51,-24.17584598064422607421875,2,-52
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-83634.531890773097984492778778076172,6,-85.625830694550359112326987087727,8,-6
4,1784578652,1,36f41338-5ca0-4275-b050-5873928b469d,1784578653,1784578659,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='10' --nr_results=1,0,,runnervm3jd5f,-100,10,-100,16,4_0,COMPLETED,BOTORCH_MODULAR,-222625.320000000006984919309616088867,-100,-100,16,10
5,1784578665,1,36f41338-5ca0-4275-b050-5873928b469d,1784578666,1784578672,6,./.tests/optimization_example --int_param='-24' --float_param='10' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-24,-100,10,16,5_0,COMPLETED,BOTORCH_MODULAR,-119445.320000000006984919309616088867,-24,10,16,-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
[INFO 07-20 20:17:24] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 2d17288d-1235-4f1a-b60e-a5211ddfd29a
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Finds minima faster than a squirrel on |
|  espresso.                                        |
 \                                                 /
  =================================================
                                                    \
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                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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=344 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            │ -98       │ -86.6211613098… │ 16           │ -89           │ -279196.49199… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴──────────────┴───────────────┴────────────────┘
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: 39s                                                                                                                               │
│    🏆 Best RESULT: -279196.491997651                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:17:27 (36f41338-5ca0-4275-b050-5873928b469d): SOBOL, best RESULT: -279196.491997651, ▁█▁▁, Started OmniOpt2 run...
2026-07-20 20:17:32 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, getting new HP set (no sbatch)
2026-07-20 20:17:32 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, requested 1 jobs, got 1, 4.53 s/job
2026-07-20 20:17:32 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, eval #1/1 start                    
2026-07-20 20:17:32 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, starting new job                   
2026-07-20 20:17:32 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, started new job                    
2026-07-20 20:17:40 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁, new result: RESULT: -222625.320000 
2026-07-20 20:17:42 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, finishing jobs, finished 1 job    
2026-07-20 20:17:45 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, getting new HP set (no sbatch)    
2026-07-20 20:17:45 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, requested 1 jobs, got 1, 2.77 s/job
2026-07-20 20:17:45 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, eval #1/1 start                    
2026-07-20 20:17:45 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, starting new job                   
2026-07-20 20:17:45 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, started new job                    
2026-07-20 20:17:53 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆, new result: RESULT: -119445.320000 
2026-07-20 20:17:55 (36f41338-5ca0-4275-b050-5873928b469d): BOTORCH_MODULAR, best RESULT: -279196.491997651, ▁█▁▁▆▂, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.183 │    1 │        0.183 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.121 │      │              │
│  Median │   0.121 │      │              │
│   Total │   0.243 │      │              │
│     Max │   0.183 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.535 │    1 │        4.535 │
│         2 │   2.770 │    1 │        2.770 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.652 │      │              │
│    Median │   3.652 │      │              │
│     Total │   7.305 │      │              │
│       Max │   4.535 │      │              │
│       Min │   2.770 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784578644,887.6484375,27.5

`RESULT` (goal: minimize)

Best value: -279196.49199765
Achieved at:
- int_param = -98 (r=0.787, strong positive correlation)
- choice_param = 16 (r=-0.759, strong negative correlation)
- float_param = -86.621161309848 (r=0.65, moderate positive correlation)
- int_param_two = -89 (r=0.085, 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	-24	-62	38	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-279196.492	-56410.1613	-138918.4408	83045.5801	6
int_param	-100	6	-52	37.899	6
float_param	-100	10	-47.5494	44.6376	6
choice_param	2	16	11	5.3852	6
int_param_two	-100	10	-48	39.8706	6

submitit INFO (2026-07-20 20:17:32,571) - Starting with JobEnvironment(job_id=79658, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:17:32,571) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/79658/79658_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": 10, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='10' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT: -222625.32

stderr was empty
Result: {'RESULT': -222625.32}
Final-results: {'RESULT': -222625.32}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:17:39,624) - Job completed successfully
submitit INFO (2026-07-20 20:17:39,624) - Exiting after successful completion