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	55.82620818801176	60.8262081880118

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

2026-05-28 10:31:26 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 60.8262081880118, ▁▂▆█, finishing jobs, finished 1 job

Git-Version

Commit: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (9335-5-g5c399eb6c)

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
0,1779964241,2,4a048cd3-33e8-4328-adea-9bbf9c93ac6a,1779964243,1779964249,6,perl -e 'print "RESULT: " . (75.39134740829467773438 + 44.42524269223213195801)',0,,runnervmg397c,0_0,COMPLETED,SOBOL,119.816590100499993809535226318985,75.391347408294677734375,44.4252426922321319580078125
1,1779964252,2,4a048cd3-33e8-4328-adea-9bbf9c93ac6a,1779964254,1779964260,6,perl -e 'print "RESULT: " . (10.59487488120794296265 + 95.12402379419654607773)',0,,runnervmg397c,1_0,COMPLETED,SOBOL,105.7188986753999984102847520262,10.594874881207942962646484375,95.124023794196546077728271484375
2,1779964263,2,4a048cd3-33e8-4328-adea-9bbf9c93ac6a,1779964265,1779964271,6,perl -e 'print "RESULT: " . (5 + 67.42851113908632498806)',0,,runnervmg397c,2_0,COMPLETED,BOTORCH_MODULAR,72.428511139099995830292755272239,5,67.428511139086324988056730944663
3,1779964275,2,4a048cd3-33e8-4328-adea-9bbf9c93ac6a,1779964277,1779964283,6,perl -e 'print "RESULT: " . (5 + 55.82620818801176199031)',0,,runnervmg397c,3_0,COMPLETED,BOTORCH_MODULAR,60.826208188011797517447121208534,5,55.826208188011761990310333203524


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

Current git-hash: 5c399eb6c53d4165f4e4c5d4191a2115cad88c0b (last fully tested stable version 5 commits ago [3d587dc4b297f4e0db9767b04ad80de912dc9888, 9335])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-28 10:30:37] 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: 458e97d3-ab71-4bc0-b928-27957b4c5ec0
/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 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
 \                                                 /
  =================================================
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                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=7 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 │ 55.82620818801176 │ 60.8262081880118 │
└─────┴───────────────────┴──────────────────┘
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: 59s                                                                                                                                                                                 │
│    🏆 Best RESULT: 60.8262081880118                                                                                                                                                                  │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/results.csv                                                                                                        │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, Started OmniOpt2 run...
2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, getting new HP set (no sbatch)
2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, eval #1/1 start                    
2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, starting new job                   
2026-05-28 10:30:41 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, started new job                    
2026-05-28 10:30:50 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, new result: RESULT: 119.816590     
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, finishing jobs, finished 1 job
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, getting new HP set (no sbatch)
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, requested 1 jobs, got 1, 0.10 s/job
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, eval #1/1 start                    
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, starting new job                   
2026-05-28 10:30:52 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, started new job                    
2026-05-28 10:31:01 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 119.816590100527, new result: RESULT: 105.718899     
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): SOBOL, best RESULT: 105.718898675404, ▁█, finishing jobs, finished 1 job 
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, getting new HP set (no sbatch)
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, requested 1 jobs, got 1, 0.49 s/job
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, eval #1/1 start                    
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, starting new job                   
2026-05-28 10:31:03 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, started new job                    
2026-05-28 10:31:12 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 105.718898675404, ▁█, new result: RESULT: 72.428511      
2026-05-28 10:31:14 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, finishing jobs, finished 1 job    
2026-05-28 10:31:15 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, getting new HP set (no sbatch)    
2026-05-28 10:31:15 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, requested 1 jobs, got 1, 0.45 s/job
2026-05-28 10:31:15 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, eval #1/1 start                    
2026-05-28 10:31:15 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, starting new job                   
2026-05-28 10:31:15 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, started new job                    
2026-05-28 10:31:24 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 72.4285111390863, ▁▃█, new result: RESULT: 60.826208      
2026-05-28 10:31:26 (4a048cd3-33e8-4328-adea-9bbf9c93ac6a): BOTORCH_MODULAR, best RESULT: 60.8262081880118, ▁▂▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.093 │    1 │        0.093 │
│       3 │   0.089 │    1 │        0.089 │
│       4 │   0.091 │    1 │        0.091 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.133 │      │              │
│  Median │   0.092 │      │              │
│   Total │   0.533 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.038 │    1 │        0.038 │
│         2 │   0.101 │    1 │        0.101 │
│         3 │   0.488 │    1 │        0.488 │
│         4 │   0.446 │    1 │        0.446 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.268 │      │              │
│    Median │   0.273 │      │              │
│     Total │   1.073 │      │              │
│       Max │   0.488 │      │              │
│       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
1779964239,781.3125,26.8

`RESULT` (goal: minimize)

Best value: 60.826208188012
Achieved at:
- run_time = 6
- a = 5
- b = 55.826208188012

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	60.8262	119.8166	89.6976	23.9563	4
a	5	75.3913	23.9966	29.7606	4
b	44.4252	95.124	65.701	18.8339	4

submitit INFO (2026-05-28 10:30:41,855) - Starting with JobEnvironment(job_id=139459, hostname=runnervmg397c, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-28 10:30:41,855) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139459/139459_submitted.pkl
Trial-Index: 0

Parameters: {"a": 75.39134740829468, "b": 44.42524269223213}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (75.39134740829467773438 + 44.42524269223213195801)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1779964225.3884082
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1779964229.0359626
Last modification: 1779964225.3884082
Hostname: runnervmg397c
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (75.39134740829467773438 + 44.42524269223213195801)'
stdout:
 RESULT: 119.816590100527
stderr was empty
Result: {'RESULT': 119.816590100527}
Final-results: {'RESULT': 119.816590100527}
EXIT_CODE: 0
submitit INFO (2026-05-28 10:30:49,442) - Job completed successfully
submitit INFO (2026-05-28 10:30:49,442) - Exiting after successful completion