OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Best RESULT, min (total: 4)

a	b	RESULT
5.0	5.0	10.0

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-05-31 07:40:20 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 10, ▁▅▆█, finishing jobs, finished 1 job

Git-Version

Commit: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (9344)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1780213173,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213175,1780213181,6,perl -e 'print "RESULT: " . (79.6022841334342956543 + 66.25174820423126220703)',0,,runnervm3jyl0,0_0,COMPLETED,SOBOL,145.854032337700004973157774657011,79.602284133434295654296875,66.25174820423126220703125
1,1780213184,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213186,1780213192,6,perl -e 'print "RESULT: " . (45.6336388876661658287 + 22.08951551932841539383)',0,,runnervm3jyl0,1_0,COMPLETED,SOBOL,67.723154406999995558180671650916,45.633638887666165828704833984375,22.089515519328415393829345703125
2,1780213196,2,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213198,1780213204,6,perl -e 'print "RESULT: " . (29.38214487234102634261 + 5)',0,,runnervm3jyl0,2_0,COMPLETED,BOTORCH_MODULAR,34.382144872300003157761238981038,29.38214487234102634261034836527,5
3,1780213209,1,b38beb41-d185-4a87-b65d-9e80ee1d4ee3,1780213210,1780213216,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervm3jyl0,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5


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

Current git-hash: 2c09badf8ff71f8f9eee5a24e4a2328f476e658c (version: 9344)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-31 07:39:29] ax.storage.sqa_store.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: 8de73328-a4a3-4565-a1f6-56331538784d
/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 - This is not madness... this is hyperpa |
| rameter tuning!                                   |
 \                                                 /
  =================================================
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                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=13 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
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: 4)
┏━━━━━┳━━━━━┳━━━━━━━━┓
┃ a   ┃ b   ┃ RESULT ┃
┡━━━━━╇━━━━━╇━━━━━━━━┩
│ 5.0 │ 5.0 │ 10.0   │
└─────┴─────┴────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 61s (1m1s)                                                                                                                                                                          │
│    🏆 Best RESULT: 10                                                                                                                                                                                │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, Started OmniOpt2 run...
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, getting new HP set (no sbatch)
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, eval #1/1 start                    
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, starting new job                   
2026-05-31 07:39:33 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, started new job                    
2026-05-31 07:39:42 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, new result: RESULT: 145.854032     
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, finishing jobs, finished 1 job
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, getting new HP set (no sbatch)
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, requested 1 jobs, got 1, 0.09 s/job
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, eval #1/1 start                    
2026-05-31 07:39:44 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, starting new job                   
2026-05-31 07:39:45 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, started new job                    
2026-05-31 07:39:54 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 145.854032337666, new result: RESULT: 67.723154      
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): SOBOL, best RESULT: 67.7231544069946, ▁█, finishing jobs, finished 1 job 
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, getting new HP set (no sbatch)
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, requested 1 jobs, got 1, 0.56 s/job
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, eval #1/1 start                    
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, starting new job                   
2026-05-31 07:39:56 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, started new job                    
2026-05-31 07:40:05 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 67.7231544069946, ▁█, new result: RESULT: 34.382145      
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, finishing jobs, finished 1 job     
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, getting new HP set (no sbatch)     
2026-05-31 07:40:08 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, requested 1 jobs, got 1, 0.46 s/job
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, eval #1/1 start                    
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, starting new job                   
2026-05-31 07:40:09 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, started new job                    
2026-05-31 07:40:18 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 34.382144872341, ▁▅█, new result: RESULT: 10.000000      
2026-05-31 07:40:20 (b38beb41-d185-4a87-b65d-9e80ee1d4ee3): BOTORCH_MODULAR, best RESULT: 10, ▁▅▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.257 │    1 │        0.257 │
│       2 │   0.086 │    1 │        0.086 │
│       3 │   0.086 │    1 │        0.086 │
│       4 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.129 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.516 │      │              │
│     Max │   0.257 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.038 │    1 │        0.038 │
│         2 │   0.093 │    1 │        0.093 │
│         3 │   0.561 │    1 │        0.561 │
│         4 │   0.456 │    1 │        0.456 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.287 │      │              │
│    Median │   0.275 │      │              │
│     Total │   1.147 │      │              │
│       Max │   0.561 │      │              │
│       Min │   0.038 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
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	50
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	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
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	4
worker_timeout	60
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	False
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
1780213171,780.83984375,27

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- a = 5 (r=0.984, strong positive correlation)
- b = 5 (r=0.981, strong positive correlation)
- run_time = 6 (r=0, 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.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10	145.854	64.4898	51.2499	4
a	5	79.6023	39.9045	27.1007	4
b	5	66.2517	24.5853	25.0474	4

submitit INFO (2026-05-31 07:39:34,197) - Starting with JobEnvironment(job_id=139170, hostname=runnervm3jyl0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 07:39:34,198) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139170/139170_submitted.pkl
Trial-Index: 0

Parameters: {"a": 79.6022841334343, "b": 66.25174820423126}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (79.6022841334342956543 + 66.25174820423126220703)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1780213157.5325043
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1780213161.0045834
Last modification: 1780213157.5325043
Hostname: runnervm3jyl0
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (79.6022841334342956543 + 66.25174820423126220703)'
stdout:
 RESULT: 145.854032337666
stderr was empty
Result: {'RESULT': 145.854032337666}
Final-results: {'RESULT': 145.854032337666}
EXIT_CODE: 0
submitit INFO (2026-05-31 07:39:41,729) - Job completed successfully
submitit INFO (2026-05-31 07:39:41,729) - Exiting after successful completion