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
67.96969628689438	33.144544569073446	101.114240856

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

2026-04-19 05:58:57 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240856, finishing jobs, finished 1 job

Git-Version

Commit: 3669a7dd9138090647baf283e6316589853bd460 (9282)

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
0,1776578298,2,aecf2920-0ce7-49d0-b2fa-7b9680d10531,1776578300,1776578306,6,perl -e 'print "RESULT: " . (55.53408324718475341797 + 48.37798908352851867676)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,103.912072330699999156422563828528,55.53408324718475341796875,48.3779890835285186767578125
1,1776578307,2,aecf2920-0ce7-49d0-b2fa-7b9680d10531,1776578309,1776578315,6,perl -e 'print "RESULT: " . (28.7466225307434797287 + 81.19421782437711954117)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,109.940840355099993530529900453985,28.74662253074347972869873046875,81.194217824377119541168212890625
2,1776578317,2,aecf2920-0ce7-49d0-b2fa-7b9680d10531,1776578319,1776578325,6,perl -e 'print "RESULT: " . (67.96969628689437570301 + 33.14454456907344592764)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,101.114240855999995005731761921197,67.969696286894375703013793099672,33.144544569073445927642751485109
3,1776578327,2,aecf2920-0ce7-49d0-b2fa-7b9680d10531,1776578329,1776578335,6,perl -e 'print "RESULT: " . (96.67448647931186656024 + 22.77092964666295316079)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,119.445416125975000909420487005264,96.674486479311866560237831436098,22.770929646662953160785036743619


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

Current git-hash: 3669a7dd9138090647baf283e6316589853bd460 (version: 9282)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 04-19 05:58:16] 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: c85c278b-b97b-4d75-9eed-f57afbc21753
  _________________________________________________
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| OmniOpt2 - Climbing the hyperparameter mountain.. |
| . Montana Sacra style!                            |
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  =================================================
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                                                              ,.
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                                                         __j o``-'        `.'-)'
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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=30 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 67.96969628689438 │ 33.144544569073446 │ 101.114240856 │
└───────────────────┴────────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, Started OmniOpt2 run...
2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, getting new HP set (no sbatch)
2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, eval #1/1 start                    
2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, starting new job                   
2026-04-19 05:58:18 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, started new job                    
2026-04-19 05:58:26 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, new result: RESULT: 103.912072     
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, finishing jobs, finished 1 job
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, getting new HP set (no sbatch)
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, requested 1 jobs, got 1, 0.04 s/job
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, eval #1/1 start                    
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, starting new job                   
2026-04-19 05:58:27 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, started new job                    
2026-04-19 05:58:35 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.912072330713, new result: RESULT: 109.940840     
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): SOBOL, best RESULT: 103.9120723307, finishing jobs, finished 1 job       
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, getting new HP set (no sbatch)
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, requested 1 jobs, got 1, 0.67 s/job
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, eval #1/1 start                    
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, starting new job                   
2026-04-19 05:58:37 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, started new job                    
2026-04-19 05:58:45 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 103.9120723307, new result: RESULT: 101.114241     
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, finishing jobs, finished 1 job   
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, getting new HP set (no sbatch)   
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, requested 1 jobs, got 1, 0.42 s/job
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, eval #1/1 start                    
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, starting new job                   
2026-04-19 05:58:47 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, started new job                    
2026-04-19 05:58:55 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240855968, new result: RESULT: 119.445416     
2026-04-19 05:58:57 (aecf2920-0ce7-49d0-b2fa-7b9680d10531): BOTORCH_MODULAR, best RESULT: 101.114240856, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.063 │    1 │        0.063 │
│       3 │   0.063 │    1 │        0.063 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.073 │      │              │
│  Median │   0.063 │      │              │
│   Total │   0.293 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.063 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.043 │    1 │        0.043 │
│         3 │   0.666 │    1 │        0.666 │
│         4 │   0.424 │    1 │        0.424 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.289 │      │              │
│    Median │   0.234 │      │              │
│     Total │   1.154 │      │              │
│       Max │   0.666 │      │              │
│       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
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
1776578296,741.12890625,28.3

`RESULT` (goal: minimize)

Best value: 101.114240856
Achieved at:
- run_time = 6
- a = 67.969696286894
- b = 33.144544569073

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	101.1142	119.4454	108.6031	7.0256	4
a	28.7466	96.6745	62.2312	24.42	4
b	22.7709	81.1942	46.3719	22.0714	4

submitit INFO (2026-04-19 05:58:18,892) - Starting with JobEnvironment(job_id=138826, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-04-19 05:58:18,892) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/138826/138826_submitted.pkl
Trial-Index: 0

Parameters: {"a": 55.53408324718475, "b": 48.37798908352852}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (55.53408324718475341797 + 48.37798908352851867676)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1776578289.3884315
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1776578292.0264082
Last modification: 1776578289.3884315
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (55.53408324718475341797 + 48.37798908352851867676)'
stdout:
 RESULT: 103.912072330713
stderr was empty
Result: {'RESULT': 103.912072330713}
Final-results: {'RESULT': 103.912072330713}
EXIT_CODE: 0
submitit INFO (2026-04-19 05:58:26,217) - Job completed successfully
submitit INFO (2026-04-19 05:58:26,217) - Exiting after successful completion