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
74.668189459225	17.079284008888358	91.7474734681134

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

2026-01-11 05:08:10 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 91.7474734681134, finishing jobs, finished 1 job

Git-Version

Commit: 02398bad90d1e0fc215adf64da1f60f9481909da (9228)

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
0,1768108046,2,a90d0862-ae64-494e-9c15-0c5c04122be0,1768108048,1768108054,6,perl -e 'print "RESULT: " . (60.36964952945709228516 + 45.53670346736907958984)',0,,runnervm4c2pk,0_0,COMPLETED,SOBOL,105.906352996799995480614597909153,60.36964952945709228515625,45.53670346736907958984375
1,1768108057,2,a90d0862-ae64-494e-9c15-0c5c04122be0,1768108059,1768108065,6,perl -e 'print "RESULT: " . (48.88169304933398962021 + 68.40201497077941894531)',0,,runnervm4c2pk,1_0,COMPLETED,SOBOL,117.283708020099993518670089542866,48.881693049333989620208740234375,68.4020149707794189453125
2,1768108068,2,a90d0862-ae64-494e-9c15-0c5c04122be0,1768108070,1768108076,6,perl -e 'print "RESULT: " . (66.15839450143128885884 + 34.0148451609044073507)',0,,runnervm4c2pk,2_0,COMPLETED,BOTORCH_MODULAR,100.173239662300005647921352647245,66.158394501431288858839252498001,34.01484516090440735069932998158
3,1768108079,2,a90d0862-ae64-494e-9c15-0c5c04122be0,1768108081,1768108087,6,perl -e 'print "RESULT: " . (74.66818945922500461165 + 17.07928400888835795968)',0,,runnervm4c2pk,3_0,COMPLETED,BOTORCH_MODULAR,91.747473468113398098466859664768,74.66818945922500461165327578783,17.079284008888357959676795871928


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

Current git-hash: 02398bad90d1e0fc215adf64da1f60f9481909da (version: 9228)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-11 05:07:23] ax.service.utils.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: fd7be0b0-a8bd-47f8-affa-5a4036682273
 _____                 _ _____       _   _____ 
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| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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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=284 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           ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 74.668189459225 │ 17.079284008888358 │ 91.7474734681134 │
└─────────────────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, Started OmniOpt2 run...
2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, getting new HP set (no sbatch)
2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, eval #1/1 start                    
2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, starting new job                   
2026-01-11 05:07:26 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, started new job                    
2026-01-11 05:07:35 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, new result: RESULT: 105.906353     
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, finishing jobs, finished 1 job
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, getting new HP set (no sbatch)
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, requested 1 jobs, got 1, 0.05 s/job
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, eval #1/1 start                    
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, starting new job                   
2026-01-11 05:07:37 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, started new job                    
2026-01-11 05:07:46 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.906352996826, new result: RESULT: 117.283708     
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): SOBOL, best RESULT: 105.9063529968, finishing jobs, finished 1 job       
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, getting new HP set (no sbatch)
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, requested 1 jobs, got 1, 0.41 s/job
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, eval #1/1 start                    
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, starting new job                   
2026-01-11 05:07:48 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, started new job                    
2026-01-11 05:07:57 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 105.9063529968, new result: RESULT: 100.173240     
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, finishing jobs, finished 1 job   
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, getting new HP set (no sbatch)   
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, requested 1 jobs, got 1, 0.32 s/job
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, eval #1/1 start                    
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, starting new job                   
2026-01-11 05:07:59 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, started new job                    
2026-01-11 05:08:08 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 100.173239662336, new result: RESULT: 91.747473      
2026-01-11 05:08:10 (a90d0862-ae64-494e-9c15-0c5c04122be0): BOTORCH_MODULAR, best RESULT: 91.7474734681134, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.064 │    1 │        0.064 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.075 │      │              │
│  Median │   0.065 │      │              │
│   Total │   0.299 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.045 │    1 │        0.045 │
│         3 │   0.411 │    1 │        0.411 │
│         4 │   0.322 │    1 │        0.322 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.200 │      │              │
│    Median │   0.183 │      │              │
│     Total │   0.799 │      │              │
│       Max │   0.411 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1768108044,756.8125,28.7

`RESULT` (goal: minimize)

Best value: 91.747473468113
Achieved at:
- run_time = 6
- a = 74.668189459225
- b = 17.079284008888

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	91.7475	117.2837	103.7777	9.2825	4
a	48.8817	74.6682	62.5195	9.3734	4
b	17.0793	68.402	41.2582	18.656	4

submitit INFO (2026-01-11 05:07:26,904) - Starting with JobEnvironment(job_id=136276, hostname=runnervm4c2pk, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-11 05:07:26,904) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136276/136276_submitted.pkl
Trial-Index: 0

Parameters: {"a": 60.36964952945709, "b": 45.53670346736908}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (60.36964952945709228516 + 45.53670346736907958984)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1768108036.1891773
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1768108039.0612168
Last modification: 1768108036.1891773
Hostname: runnervm4c2pk
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (60.36964952945709228516 + 45.53670346736907958984)'
stdout:
 RESULT: 105.906352996826
stderr was empty
Result: {'RESULT': 105.906352996826}
Final-results: {'RESULT': 105.906352996826}
EXIT_CODE: 0
submitit INFO (2026-01-11 05:07:34,443) - Job completed successfully
submitit INFO (2026-01-11 05:07:34,443) - Exiting after successful completion