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
68.97308746466756	8.815282052099368	77.7883695168

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

2026-02-25 07:29:04 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695168, finishing jobs, finished 1 job

Git-Version

Commit: bc2822b1871df4b2070f47480f70b1dd5f2faec4 (9267-1-gbc2822b18)

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
0,1772004498,2,3637b481-0217-4309-9740-5b176e5d1116,1772004500,1772004506,6,perl -e 'print "RESULT: " . (58.82636249065399169922 + 32.48895525932312011719)',0,,runnervmwffz4,0_0,COMPLETED,SOBOL,91.315317750000005503352440427989,58.82636249065399169921875,32.4889552593231201171875
1,1772004509,2,3637b481-0217-4309-9740-5b176e5d1116,1772004511,1772004517,6,perl -e 'print "RESULT: " . (31.81233458220958709717 + 96.60031132400035858154)',0,,runnervmwffz4,1_0,COMPLETED,SOBOL,128.412645906199998080410296097398,31.81233458220958709716796875,96.60031132400035858154296875
2,1772004521,2,3637b481-0217-4309-9740-5b176e5d1116,1772004523,1772004529,6,perl -e 'print "RESULT: " . (68.97308746466755735582 + 8.81528205209936821518)',0,,runnervmwffz4,2_0,COMPLETED,BOTORCH_MODULAR,77.788369516800003111711703240871,68.973087464667557355824101250619,8.81528205209936821518112992635
3,1772004533,2,3637b481-0217-4309-9740-5b176e5d1116,1772004535,1772004541,6,perl -e 'print "RESULT: " . (100 + 5)',0,,runnervmwffz4,3_0,COMPLETED,BOTORCH_MODULAR,105,100,5


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

Current git-hash: bc2822b1871df4b2070f47480f70b1dd5f2faec4 (last fully tested stable version 1 commit ago [95422d9ad480c2b42aa4c975f8aa23637f180e31, 9267])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-25 07:28:12] 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: ce1e0b9a-a53d-4af7-8523-8b27232e1337
  _______________________________________________
| OmniOpt2 - Taking parameters to the next level. |
  ===============================================
                                                \
                                                 \
                                                  \
                                                   |\_/|,,_____,~~`
                                                   (.".)~~     )`~}}
                                                    \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=11 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 68.97308746466756 │ 8.815282052099368 │ 77.7883695168 │
└───────────────────┴───────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-25 07:28:18 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, Started OmniOpt2 run...
2026-02-25 07:28:18 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, getting new HP set (no sbatch)
2026-02-25 07:28:18 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-02-25 07:28:18 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, eval #1/1 start                    
2026-02-25 07:28:18 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, starting new job                   
2026-02-25 07:28:19 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, started new job                    
2026-02-25 07:28:28 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, new result: RESULT: 91.315318      
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, finishing jobs, finished 1 job
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, getting new HP set (no sbatch)
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, requested 1 jobs, got 1, 0.09 s/job
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, eval #1/1 start                    
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, starting new job                   
2026-02-25 07:28:29 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, started new job                    
2026-02-25 07:28:38 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.3153177499771, new result: RESULT: 128.412646     
2026-02-25 07:28:40 (3637b481-0217-4309-9740-5b176e5d1116): SOBOL, best RESULT: 91.31531775, finishing jobs, finished 1 job          
2026-02-25 07:28:41 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, getting new HP set (no sbatch)
2026-02-25 07:28:41 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, requested 1 jobs, got 1, 0.57 s/job
2026-02-25 07:28:41 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, eval #1/1 start                    
2026-02-25 07:28:41 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, starting new job                   
2026-02-25 07:28:41 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, started new job                    
2026-02-25 07:28:50 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 91.31531775, new result: RESULT: 77.788370      
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, finishing jobs, finished 1 job
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, getting new HP set (no sbatch)
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, requested 1 jobs, got 1, 0.42 s/job
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, eval #1/1 start                    
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, starting new job                   
2026-02-25 07:28:53 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, started new job                    
2026-02-25 07:29:02 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695167669, new result: RESULT: 105.000000     
2026-02-25 07:29:04 (3637b481-0217-4309-9740-5b176e5d1116): BOTORCH_MODULAR, best RESULT: 77.7883695168, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.084 │    1 │        0.084 │
│       3 │   0.084 │    1 │        0.084 │
│       4 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.127 │      │              │
│  Median │   0.084 │      │              │
│   Total │   0.510 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.091 │    1 │        0.091 │
│         3 │   0.569 │    1 │        0.569 │
│         4 │   0.421 │    1 │        0.421 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.280 │      │              │
│    Median │   0.256 │      │              │
│     Total │   1.119 │      │              │
│       Max │   0.569 │      │              │
│       Min │   0.037 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1772004494,793.88671875,26.9

`RESULT` (goal: minimize)

Best value: 77.7883695168
Achieved at:
- run_time = 6
- a = 68.973087464668
- b = 8.8152820520994

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	77.7884	128.4126	100.6291	18.7048	4
a	31.8123	100	64.9029	24.3941	4
b	5	96.6003	35.7261	36.6894	4

submitit INFO (2026-02-25 07:28:19,313) - Starting with JobEnvironment(job_id=137388, hostname=runnervmwffz4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-25 07:28:19,313) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137388/137388_submitted.pkl
Trial-Index: 0

Parameters: {"a": 58.82636249065399, "b": 32.48895525932312}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (58.82636249065399169922 + 32.48895525932312011719)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1772004481.8496308
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1772004484.8576179
Last modification: 1772004481.8496308
Hostname: runnervmwffz4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (58.82636249065399169922 + 32.48895525932312011719)'
stdout:
 RESULT: 91.3153177499771
stderr was empty
Result: {'RESULT': 91.3153177499771}
Final-results: {'RESULT': 91.3153177499771}
EXIT_CODE: 0
submitit INFO (2026-02-25 07:28:26,886) - Job completed successfully
submitit INFO (2026-02-25 07:28:26,886) - Exiting after successful completion