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	52.72277589951689	57.7227758995169

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

2026-03-26 09:56:55 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 57.7227758995169, finishing jobs, finished 1 job

Git-Version

Commit: e188e113bd67d7034e782e74dc3d1f1b616e1904 (9275-4-ge188e113b)

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
0,1774518971,2,afb5997f-ef74-4710-99a1-c701318773fb,1774518973,1774518979,6,perl -e 'print "RESULT: " . (63.83562415838241577148 + 37.74674713611602783203)',0,,runnervm46oaq,0_0,COMPLETED,SOBOL,101.582371294500006797534297220409,63.835624158382415771484375,37.74674713611602783203125
1,1774518982,1,afb5997f-ef74-4710-99a1-c701318773fb,1774518983,1774518989,6,perl -e 'print "RESULT: " . (8.036193125881254673 + 62.63747521210461854935)',0,,runnervm46oaq,1_0,COMPLETED,SOBOL,70.673668337999998811937985010445,8.036193125881254673004150390625,62.637475212104618549346923828125
2,1774518993,2,afb5997f-ef74-4710-99a1-c701318773fb,1774518995,1774519001,6,perl -e 'print "RESULT: " . (5 + 91.05942622469122227358)',0,,runnervm46oaq,2_0,COMPLETED,BOTORCH_MODULAR,96.059426224700004581791290547699,5,91.059426224691222273577295709401
3,1774519004,2,afb5997f-ef74-4710-99a1-c701318773fb,1774519006,1774519012,6,perl -e 'print "RESULT: " . (5 + 52.72277589951688980818)',0,,runnervm46oaq,3_0,COMPLETED,BOTORCH_MODULAR,57.722775899516896913610253250226,5,52.722775899516889808182895649225


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

Current git-hash: e188e113bd67d7034e782e74dc3d1f1b616e1904 (last fully tested stable version 4 commits ago [ddb405379e934ab3c2f2cc6ec0a4817962090116, 9275])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-26 09:56:06] 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: cde4e17e-8188-4d8c-b61d-7a73fd0b44c4
  _________________________________________________
 /                                                 \
| OmniOpt2 - Makes grid search look like it's still |
|  on dial-up.                                      |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \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=21 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 │ 52.72277589951689 │ 57.7227758995169 │
└─────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, Started OmniOpt2 run...
2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, getting new HP set (no sbatch)
2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, eval #1/1 start                    
2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, starting new job                   
2026-03-26 09:56:11 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, started new job                    
2026-03-26 09:56:20 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, new result: RESULT: 101.582371     
2026-03-26 09:56:21 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, finishing jobs, finished 1 job
2026-03-26 09:56:22 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, getting new HP set (no sbatch)
2026-03-26 09:56:22 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, requested 1 jobs, got 1, 0.10 s/job
2026-03-26 09:56:22 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, eval #1/1 start                    
2026-03-26 09:56:22 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, starting new job                   
2026-03-26 09:56:22 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, started new job                    
2026-03-26 09:56:31 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 101.582371294498, new result: RESULT: 70.673668      
2026-03-26 09:56:32 (afb5997f-ef74-4710-99a1-c701318773fb): SOBOL, best RESULT: 70.6736683379859, finishing jobs, finished 1 job     
2026-03-26 09:56:33 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, getting new HP set (no sbatch)
2026-03-26 09:56:33 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, requested 1 jobs, got 1, 0.50 s/job
2026-03-26 09:56:33 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, eval #1/1 start                    
2026-03-26 09:56:33 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, starting new job                   
2026-03-26 09:56:33 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, started new job                    
2026-03-26 09:56:42 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.6736683379859, new result: RESULT: 96.059426      
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, finishing jobs, finished 1 job         
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, getting new HP set (no sbatch)         
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, requested 1 jobs, got 1, 0.54 s/job    
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, eval #1/1 start                        
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, starting new job                       
2026-03-26 09:56:44 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, started new job                        
2026-03-26 09:56:53 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 70.673668338, new result: RESULT: 57.722776          
2026-03-26 09:56:55 (afb5997f-ef74-4710-99a1-c701318773fb): BOTORCH_MODULAR, best RESULT: 57.7227758995169, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.260 │    1 │        0.260 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.086 │    1 │        0.086 │
│       4 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.129 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.515 │      │              │
│     Max │   0.260 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.039 │    1 │        0.039 │
│         2 │   0.096 │    1 │        0.096 │
│         3 │   0.504 │    1 │        0.504 │
│         4 │   0.535 │    1 │        0.535 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.293 │      │              │
│    Median │   0.300 │      │              │
│     Total │   1.174 │      │              │
│       Max │   0.535 │      │              │
│       Min │   0.039 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1774518968,770.7734375,27

`RESULT` (goal: minimize)

Best value: 57.722775899517
Achieved at:
- run_time = 6
- a = 5
- b = 52.722775899517

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	57.7228	101.5824	81.5096	18.0128	4
a	5	63.8356	20.468	25.069	4
b	37.7467	91.0594	61.0416	19.4645	4

submitit INFO (2026-03-26 09:56:11,865) - Starting with JobEnvironment(job_id=137276, hostname=runnervm46oaq, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-26 09:56:11,865) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137276/137276_submitted.pkl
Trial-Index: 0

Parameters: {"a": 63.835624158382416, "b": 37.74674713611603}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (63.83562415838241577148 + 37.74674713611602783203)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1774518955.2550352
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1774518958.2272956
Last modification: 1774518955.2550352
Hostname: runnervm46oaq
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (63.83562415838241577148 + 37.74674713611602783203)'
stdout:
 RESULT: 101.582371294498
stderr was empty
Result: {'RESULT': 101.582371294498}
Final-results: {'RESULT': 101.582371294498}
EXIT_CODE: 0
submitit INFO (2026-03-26 09:56:19,443) - Job completed successfully
submitit INFO (2026-03-26 09:56:19,443) - Exiting after successful completion