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
8.881799834310296	65.49645325188486	74.3782530861952

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

2026-01-18 05:01:30 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 74.3782530861952, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9230)

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
0,1768712446,2,49a4a0b5-efff-4e15-a1c4-1100a9e81b68,1768712448,1768712454,6,perl -e 'print "RESULT: " . (9.82072785496711730957 + 74.13561612367630004883)',0,,runnervmvatxw,0_0,COMPLETED,SOBOL,83.956343978600003197243495378643,9.8207278549671173095703125,74.135616123676300048828125
1,1768712457,2,49a4a0b5-efff-4e15-a1c4-1100a9e81b68,1768712459,1768712465,6,perl -e 'print "RESULT: " . (67.19924317207187414169 + 33.96640518214553594589)',0,,runnervmvatxw,1_0,COMPLETED,SOBOL,101.165648354200001790559326764196,67.199243172071874141693115234375,33.966405182145535945892333984375
2,1768712468,2,49a4a0b5-efff-4e15-a1c4-1100a9e81b68,1768712470,1768712476,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervmvatxw,2_0,COMPLETED,BOTORCH_MODULAR,105,5,100
3,1768712479,2,49a4a0b5-efff-4e15-a1c4-1100a9e81b68,1768712481,1768712487,6,perl -e 'print "RESULT: " . (8.88179983431029640428 + 65.49645325188485855961)',0,,runnervmvatxw,3_0,COMPLETED,BOTORCH_MODULAR,74.378253086195201149166678078473,8.881799834310296404282780713402,65.496453251884858559606072958559


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-18 05:00:43] 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: 5649b22d-e9ba-4dc1-823c-0abb4e1601e5
  _________________________________________________
 /                                                 \
| OmniOpt2 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
 \                                                 /
  =================================================
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                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=288 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 8.881799834310296 │ 65.49645325188486 │ 74.3782530861952 │
└───────────────────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, Started OmniOpt2 run...
2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, getting new HP set (no sbatch)
2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, eval #1/1 start                    
2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, starting new job                   
2026-01-18 05:00:46 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, started new job                    
2026-01-18 05:00:55 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, new result: RESULT: 83.956344      
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, finishing jobs, finished 1 job
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, getting new HP set (no sbatch)
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, requested 1 jobs, got 1, 0.05 s/job
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, eval #1/1 start                    
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, starting new job                   
2026-01-18 05:00:57 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, started new job                    
2026-01-18 05:01:06 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786434, new result: RESULT: 101.165648     
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): SOBOL, best RESULT: 83.9563439786, finishing jobs, finished 1 job        
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, getting new HP set (no sbatch)
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, requested 1 jobs, got 1, 0.35 s/job
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, eval #1/1 start                    
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, starting new job                   
2026-01-18 05:01:08 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, started new job                    
2026-01-18 05:01:17 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, new result: RESULT: 105.000000     
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, finishing jobs, finished 1 job     
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, getting new HP set (no sbatch)     
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, requested 1 jobs, got 1, 0.39 s/job
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, eval #1/1 start                    
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, starting new job                   
2026-01-18 05:01:19 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, started new job                    
2026-01-18 05:01:28 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 83.9563439786, new result: RESULT: 74.378253      
2026-01-18 05:01:30 (49a4a0b5-efff-4e15-a1c4-1100a9e81b68): BOTORCH_MODULAR, best RESULT: 74.3782530861952, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.068 │    1 │        0.068 │
│       3 │   0.067 │    1 │        0.067 │
│       4 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.077 │      │              │
│  Median │   0.068 │      │              │
│   Total │   0.310 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.049 │    1 │        0.049 │
│         3 │   0.346 │    1 │        0.346 │
│         4 │   0.394 │    1 │        0.394 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.203 │      │              │
│    Median │   0.197 │      │              │
│     Total │   0.810 │      │              │
│       Max │   0.394 │      │              │
│       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
1768712443,757.01171875,28.7

`RESULT` (goal: minimize)

Best value: 74.378253086195
Achieved at:
- run_time = 6
- a = 8.8817998343103
- b = 65.496453251885

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	74.3783	105	91.1251	12.5017	4
a	5	67.1992	22.7254	25.7405	4
b	33.9664	100	68.3996	23.5879	4

submitit INFO (2026-01-18 05:00:46,961) - Starting with JobEnvironment(job_id=136814, hostname=runnervmvatxw, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-18 05:00:46,961) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136814/136814_submitted.pkl
Trial-Index: 0

Parameters: {"a": 9.820727854967117, "b": 74.1356161236763}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (9.82072785496711730957 + 74.13561612367630004883)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1768712434.7855694
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1768712438.7225637
Last modification: 1768712434.7855694
Hostname: runnervmvatxw
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DEBUG INFOS END

perl -e 'print "RESULT: " . (9.82072785496711730957 + 74.13561612367630004883)'
stdout:
 RESULT: 83.9563439786434
stderr was empty
Result: {'RESULT': 83.9563439786434}
Final-results: {'RESULT': 83.9563439786434}
EXIT_CODE: 0
submitit INFO (2026-01-18 05:00:54,516) - Job completed successfully
submitit INFO (2026-01-18 05:00:54,516) - Exiting after successful completion