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
100.0	5.0	105.0

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

2026-05-01 21:08:33 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 105, finishing jobs, finished 1 job

Git-Version

Commit: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (9288-2-g997d0a84c)

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
0,1777669671,1,c778f4b7-2ae5-4d91-b2ff-2605107a5484,1777669672,1777669678,6,perl -e 'print "RESULT: " . (43.41932982206344604492 + 87.84243285655975341797)',0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,131.261762678600007347995415329933,43.419329822063446044921875,87.84243285655975341796875
1,1777669681,2,c778f4b7-2ae5-4d91-b2ff-2605107a5484,1777669683,1777669689,6,perl -e 'print "RESULT: " . (78.37507704272866249084 + 35.39901706390082836151)',0,,runnervmrc6n4,1_0,COMPLETED,SOBOL,113.774094106600003328821912873536,78.3750770427286624908447265625,35.39901706390082836151123046875
2,1777669692,2,c778f4b7-2ae5-4d91-b2ff-2605107a5484,1777669694,1777669700,6,perl -e 'print "RESULT: " . (92.1560634651435179876 + 14.7486159223569739396)',0,,runnervmrc6n4,2_0,COMPLETED,BOTORCH_MODULAR,106.904679387499996323640516493469,92.156063465143517987598897889256,14.748615922356973939599811274093
3,1777669703,1,c778f4b7-2ae5-4d91-b2ff-2605107a5484,1777669704,1777669710,6,perl -e 'print "RESULT: " . (100 + 5)',0,,runnervmrc6n4,3_0,COMPLETED,BOTORCH_MODULAR,105,100,5


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

Current git-hash: 997d0a84c9f3676ab83077d5b431c1fe7626cc5c (last fully tested stable version 2 commits ago [b50b0047e00bec42f485a7cfa2dd30407325ab3c, 9288])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 21:07:48] 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: dafb940d-1f3e-4511-9516-127bdd751204
  _________________________________________________
 /                                                 \
| OmniOpt2 - Adjusting parameters with the precisio |
| n of a laser-guided squirrel.                     |
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                                                       |     |   \~~~\.'                    `./~~~/
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                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=36 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 ┃
┡━━━━━━━╇━━━━━╇━━━━━━━━┩
│ 100.0 │ 5.0 │ 105.0  │
└───────┴─────┴────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, Started OmniOpt2 run...
2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, getting new HP set (no sbatch)
2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, eval #1/1 start                    
2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, starting new job                   
2026-05-01 21:07:51 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, started new job                    
2026-05-01 21:08:00 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, new result: RESULT: 131.261763     
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, finishing jobs, finished 1 job
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, getting new HP set (no sbatch)
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, requested 1 jobs, got 1, 0.04 s/job
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, eval #1/1 start                    
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, starting new job                   
2026-05-01 21:08:01 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, started new job                    
2026-05-01 21:08:10 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 131.261762678623, new result: RESULT: 113.774094     
2026-05-01 21:08:11 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): SOBOL, best RESULT: 113.774094106629, finishing jobs, finished 1 job     
2026-05-01 21:08:12 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, getting new HP set (no sbatch)
2026-05-01 21:08:12 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, requested 1 jobs, got 1, 0.65 s/job
2026-05-01 21:08:12 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, eval #1/1 start                    
2026-05-01 21:08:12 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, starting new job                   
2026-05-01 21:08:12 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, started new job                    
2026-05-01 21:08:21 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 113.774094106629, new result: RESULT: 106.904679     
2026-05-01 21:08:22 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, finishing jobs, finished 1 job       
2026-05-01 21:08:23 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, getting new HP set (no sbatch)       
2026-05-01 21:08:23 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, requested 1 jobs, got 1, 0.33 s/job  
2026-05-01 21:08:23 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, eval #1/1 start                      
2026-05-01 21:08:23 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, starting new job                     
2026-05-01 21:08:23 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, started new job                      
2026-05-01 21:08:32 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 106.9046793875, new result: RESULT: 105.000000       
2026-05-01 21:08:33 (c778f4b7-2ae5-4d91-b2ff-2605107a5484): BOTORCH_MODULAR, best RESULT: 105, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.065 │    1 │        0.065 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.078 │      │              │
│  Median │   0.065 │      │              │
│   Total │   0.314 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.022 │    1 │        0.022 │
│         2 │   0.044 │    1 │        0.044 │
│         3 │   0.647 │    1 │        0.647 │
│         4 │   0.325 │    1 │        0.325 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.260 │      │              │
│    Median │   0.185 │      │              │
│     Total │   1.038 │      │              │
│       Max │   0.647 │      │              │
│       Min │   0.022 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1777669669,740.65234375,28.3

`RESULT` (goal: minimize)

Best value: 105
Achieved at:
- run_time = 6
- a = 100
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	105	131.2618	114.2351	10.3579	4
a	43.4193	100	78.4876	21.6761	4
b	5	87.8424	35.7475	32.017	4

submitit INFO (2026-05-01 21:07:51,375) - Starting with JobEnvironment(job_id=139428, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-01 21:07:51,375) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/139428/139428_submitted.pkl
Trial-Index: 0

Parameters: {"a": 43.419329822063446, "b": 87.84243285655975}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (43.41932982206344604492 + 87.84243285655975341797)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1777669661.0875342
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1777669663.785586
Last modification: 1777669661.0875342
Hostname: runnervmrc6n4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (43.41932982206344604492 + 87.84243285655975341797)'
stdout:
 RESULT: 131.261762678623
stderr was empty
Result: {'RESULT': 131.261762678623}
Final-results: {'RESULT': 131.261762678623}
EXIT_CODE: 0
submitit INFO (2026-05-01 21:07:58,847) - Job completed successfully
submitit INFO (2026-05-01 21:07:58,847) - Exiting after successful completion