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
76.79683923513998	15.330710696384408	92.1275499315

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

2026-05-09 11:01:01 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315, finishing jobs, finished 1 job

Git-Version

Commit: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (9299-2-gcf2e55626)

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
0,1778324417,2,4664fb5f-da23-4d61-8404-3aa97bcdd285,1778324419,1778324425,6,perl -e 'print "RESULT: " . (68.64887475967407226562 + 34.52341943979263305664)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,103.17229419950000135486334329471,68.648874759674072265625,34.523419439792633056640625
1,1778324427,2,4664fb5f-da23-4d61-8404-3aa97bcdd285,1778324429,1778324435,6,perl -e 'print "RESULT: " . (49.05481776688247919083 + 80.59305466245859861374)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,129.647872429300008434438495896757,49.054817766882479190826416015625,80.593054662458598613739013671875
2,1778324439,1,4664fb5f-da23-4d61-8404-3aa97bcdd285,1778324440,1778324446,6,perl -e 'print "RESULT: " . (76.7968392351399842255 + 15.33071069638440775407)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,92.127549931499999047446181066334,76.796839235139984225497755687684,15.330710696384407754067069618031
3,1778324450,2,4664fb5f-da23-4d61-8404-3aa97bcdd285,1778324452,1778324458,6,perl -e 'print "RESULT: " . (100 + 5)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,105,100,5


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

Current git-hash: cf2e55626bebd49c2a46db8f8463040a3a7c5932 (last fully tested stable version 2 commits ago [cd62f18b5a7084cd1b34cc9972b8b3a2643139be, 9299])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:00:13] 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: 8ede93a7-5c58-4832-ace2-cb4285d3aa58
  _________________________________________________
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| OmniOpt2 - Fine-tuning on the frequency of realit |
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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=59 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 76.79683923513998 │ 15.330710696384408 │ 92.1275499315 │
└───────────────────┴────────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, Started OmniOpt2 run...
2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, getting new HP set (no sbatch)
2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, eval #1/1 start                    
2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, starting new job                   
2026-05-09 11:00:17 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, started new job                    
2026-05-09 11:00:26 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, new result: RESULT: 103.172294     
2026-05-09 11:00:27 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, finishing jobs, finished 1 job
2026-05-09 11:00:27 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, getting new HP set (no sbatch)
2026-05-09 11:00:27 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, requested 1 jobs, got 1, 0.09 s/job
2026-05-09 11:00:27 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, eval #1/1 start                    
2026-05-09 11:00:27 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, starting new job                   
2026-05-09 11:00:28 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, started new job                    
2026-05-09 11:00:37 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.172294199467, new result: RESULT: 129.647872     
2026-05-09 11:00:38 (4664fb5f-da23-4d61-8404-3aa97bcdd285): SOBOL, best RESULT: 103.1722941995, finishing jobs, finished 1 job       
2026-05-09 11:00:39 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, getting new HP set (no sbatch)
2026-05-09 11:00:39 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, requested 1 jobs, got 1, 0.56 s/job
2026-05-09 11:00:39 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, eval #1/1 start                    
2026-05-09 11:00:39 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, starting new job                   
2026-05-09 11:00:39 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, started new job                    
2026-05-09 11:00:48 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 103.1722941995, new result: RESULT: 92.127550      
2026-05-09 11:00:49 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, finishing jobs, finished 1 job   
2026-05-09 11:00:50 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, getting new HP set (no sbatch)   
2026-05-09 11:00:50 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, requested 1 jobs, got 1, 0.39 s/job
2026-05-09 11:00:50 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, eval #1/1 start                    
2026-05-09 11:00:50 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, starting new job                   
2026-05-09 11:00:50 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, started new job                    
2026-05-09 11:00:59 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315244, new result: RESULT: 105.000000     
2026-05-09 11:01:01 (4664fb5f-da23-4d61-8404-3aa97bcdd285): BOTORCH_MODULAR, best RESULT: 92.1275499315, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.256 │    1 │        0.256 │
│       2 │   0.081 │    1 │        0.081 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.082 │    1 │        0.082 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.125 │      │              │
│  Median │   0.082 │      │              │
│   Total │   0.500 │      │              │
│     Max │   0.256 │      │              │
│     Min │   0.081 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.036 │    1 │        0.036 │
│         2 │   0.086 │    1 │        0.086 │
│         3 │   0.560 │    1 │        0.560 │
│         4 │   0.388 │    1 │        0.388 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.267 │      │              │
│    Median │   0.237 │      │              │
│     Total │   1.069 │      │              │
│       Max │   0.560 │      │              │
│       Min │   0.036 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778324415,770.9921875,26.9

`RESULT` (goal: minimize)

Best value: 92.1275499315
Achieved at:
- run_time = 6
- a = 76.79683923514
- b = 15.330710696384

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	92.1275	129.6479	107.4869	13.7097	4
a	49.0548	100	73.6251	18.2631	4
b	5	80.5931	33.8618	28.9856	4

submitit INFO (2026-05-09 11:00:17,925) - Starting with JobEnvironment(job_id=135974, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:00:17,925) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135974/135974_submitted.pkl
Trial-Index: 0

Parameters: {"a": 68.64887475967407, "b": 34.52341943979263}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (68.64887475967407226562 + 34.52341943979263305664)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778324403.1039517
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778324406.1410475
Last modification: 1778324403.1039517
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (68.64887475967407226562 + 34.52341943979263305664)'
stdout:
 RESULT: 103.172294199467
stderr was empty
Result: {'RESULT': 103.172294199467}
Final-results: {'RESULT': 103.172294199467}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:00:25,399) - Job completed successfully
submitit INFO (2026-05-09 11:00:25,399) - Exiting after successful completion