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
56.914849765778	5.0	61.914849765778

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

2026-03-22 05:44:47 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 61.914849765778, finishing jobs, finished 1 job

Git-Version

Commit: ddb405379e934ab3c2f2cc6ec0a4817962090116 (9275)

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
0,1774158241,2,20d07f86-f06d-4d58-9228-a60645effacb,1774158243,1774158249,6,perl -e 'print "RESULT: " . (92.11067914962768554688 + 24.65997055172920227051)',0,,runnervm46oaq,0_0,COMPLETED,SOBOL,116.770649701400003550588735379279,92.110679149627685546875,24.6599705517292022705078125
1,1774158252,1,20d07f86-f06d-4d58-9228-a60645effacb,1774158253,1774158259,6,perl -e 'print "RESULT: " . (50.82290319260209798813 + 79.09646170679479837418)',0,,runnervm46oaq,1_0,COMPLETED,SOBOL,129.91936489939999432863260153681,50.822903192602097988128662109375,79.096461706794798374176025390625
2,1774158263,2,20d07f86-f06d-4d58-9228-a60645effacb,1774158265,1774158271,6,perl -e 'print "RESULT: " . (75.21956844069696046517 + 5)',0,,runnervm46oaq,2_0,COMPLETED,BOTORCH_MODULAR,80.2195684407000015880839782767,75.219568440696960465174925047904,5
3,1774158275,2,20d07f86-f06d-4d58-9228-a60645effacb,1774158277,1774158283,6,perl -e 'print "RESULT: " . (56.91484976577800125597 + 5)',0,,runnervm46oaq,3_0,COMPLETED,BOTORCH_MODULAR,61.914849765778001255966955795884,56.914849765778001255966955795884,5


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

Current git-hash: ddb405379e934ab3c2f2cc6ec0a4817962090116 (version: 9275)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-22 05:43:55] 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: 1dfc3046-a1ac-4660-a823-6c721dbeb213
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a Jedi: Feel the force of  |
| the optimal values.                               |
 \                                                 /
  =================================================
                                                    \
                                                     \
                                                      \
                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
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=19 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          ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━┩
│ 56.914849765778 │ 5.0 │ 61.914849765778 │
└─────────────────┴─────┴─────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, Started OmniOpt2 run...
2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, getting new HP set (no sbatch)
2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, eval #1/1 start                    
2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, starting new job                   
2026-03-22 05:44:01 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, started new job                    
2026-03-22 05:44:10 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, new result: RESULT: 116.770650     
2026-03-22 05:44:11 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, finishing jobs, finished 1 job
2026-03-22 05:44:12 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, getting new HP set (no sbatch)
2026-03-22 05:44:12 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, requested 1 jobs, got 1, 0.09 s/job
2026-03-22 05:44:12 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, eval #1/1 start                    
2026-03-22 05:44:12 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, starting new job                   
2026-03-22 05:44:12 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, started new job                    
2026-03-22 05:44:21 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.770649701357, new result: RESULT: 129.919365     
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): SOBOL, best RESULT: 116.7706497014, finishing jobs, finished 1 job       
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, getting new HP set (no sbatch)
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, requested 1 jobs, got 1, 0.52 s/job
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, eval #1/1 start                    
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, starting new job                   
2026-03-22 05:44:23 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, started new job                    
2026-03-22 05:44:33 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 116.7706497014, new result: RESULT: 80.219568      
2026-03-22 05:44:34 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, finishing jobs, finished 1 job    
2026-03-22 05:44:35 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, getting new HP set (no sbatch)    
2026-03-22 05:44:35 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, requested 1 jobs, got 1, 0.52 s/job
2026-03-22 05:44:35 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, eval #1/1 start                    
2026-03-22 05:44:35 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, starting new job                   
2026-03-22 05:44:35 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, started new job                    
2026-03-22 05:44:44 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 80.219568440697, new result: RESULT: 61.914850      
2026-03-22 05:44:47 (20d07f86-f06d-4d58-9228-a60645effacb): BOTORCH_MODULAR, best RESULT: 61.914849765778, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.256 │    1 │        0.256 │
│       2 │   0.082 │    1 │        0.082 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.081 │    1 │        0.081 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.125 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.499 │      │              │
│     Max │   0.256 │      │              │
│     Min │   0.081 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.037 │    1 │        0.037 │
│         2 │   0.092 │    1 │        0.092 │
│         3 │   0.520 │    1 │        0.520 │
│         4 │   0.524 │    1 │        0.524 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.293 │      │              │
│    Median │   0.306 │      │              │
│     Total │   1.173 │      │              │
│       Max │   0.524 │      │              │
│       Min │   0.037 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1774158237,797.55078125,26.9

`RESULT` (goal: minimize)

Best value: 61.914849765778
Achieved at:
- run_time = 6
- a = 56.914849765778
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	61.9148	129.9194	97.2061	27.3265	4
a	50.8229	92.1107	68.767	16.1943	4
b	5	79.0965	28.4391	30.3283	4

submitit INFO (2026-03-22 05:44:01,716) - Starting with JobEnvironment(job_id=137935, hostname=runnervm46oaq, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-22 05:44:01,716) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137935/137935_submitted.pkl
Trial-Index: 0

Parameters: {"a": 92.11067914962769, "b": 24.659970551729202}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (92.11067914962768554688 + 24.65997055172920227051)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1774158223.3163695
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1774158227.3772316
Last modification: 1774158223.3163695
Hostname: runnervm46oaq
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (92.11067914962768554688 + 24.65997055172920227051)'
stdout:
 RESULT: 116.770649701357
stderr was empty
Result: {'RESULT': 116.770649701357}
Final-results: {'RESULT': 116.770649701357}
EXIT_CODE: 0
submitit INFO (2026-03-22 05:44:09,263) - Job completed successfully
submitit INFO (2026-03-22 05:44:09,263) - Exiting after successful completion