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
39.61121412271473	5.0	44.6112141227147

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

2026-02-15 05:49:09 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 44.6112141227147, 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
0,1771134505,2,332bb28e-138d-4c41-bd5c-c8cd4d9d9903,1771134507,1771134513,6,perl -e 'print "RESULT: " . (49.76729735732078552246 + 82.42321610450744628906)',0,,runnervmn36qa,0_0,COMPLETED,SOBOL,132.190513461800009054059046320617,49.7672973573207855224609375,82.4232161045074462890625
1,1771134516,2,332bb28e-138d-4c41-bd5c-c8cd4d9d9903,1771134518,1771134524,6,perl -e 'print "RESULT: " . (62.78788194991648197174 + 8.53295715060085058212)',0,,runnervmn36qa,1_0,COMPLETED,SOBOL,71.32083910049999531111097894609,62.78788194991648197174072265625,8.532957150600850582122802734375
2,1771134527,2,332bb28e-138d-4c41-bd5c-c8cd4d9d9903,1771134529,1771134535,6,perl -e 'print "RESULT: " . (92.33717971788496470253 + 5)',0,,runnervmn36qa,2_0,COMPLETED,BOTORCH_MODULAR,97.337179717899999786823173053563,92.33717971788496470253448933363,5
3,1771134538,2,332bb28e-138d-4c41-bd5c-c8cd4d9d9903,1771134540,1771134546,6,perl -e 'print "RESULT: " . (39.61121412271472763678 + 5)',0,,runnervmn36qa,3_0,COMPLETED,BOTORCH_MODULAR,44.611214122714699215066502802074,39.611214122714727636775933206081,5


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-15 05:48:22] 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: 85389021-e303-490a-896b-7b7f561f457d
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
                                                \
                                                 \
                                                  \
                                                   .--.
                                                  |o_o |
                                                  |:_/ |
                                                 //   \ \
                                                (|     | )
                                               /'\_   _/`\
                                               \___)=(___/
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=2 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 39.61121412271473 │ 5.0 │ 44.6112141227147 │
└───────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, Started OmniOpt2 run...
2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, getting new HP set (no sbatch)
2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, eval #1/1 start                    
2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, starting new job                   
2026-02-15 05:48:25 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, started new job                    
2026-02-15 05:48:34 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, new result: RESULT: 132.190513     
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, finishing jobs, finished 1 job
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, getting new HP set (no sbatch)
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, requested 1 jobs, got 1, 0.05 s/job
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, eval #1/1 start                    
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, starting new job                   
2026-02-15 05:48:36 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, started new job                    
2026-02-15 05:48:45 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 132.190513461828, new result: RESULT: 71.320839      
2026-02-15 05:48:46 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): SOBOL, best RESULT: 71.3208391005173, finishing jobs, finished 1 job     
2026-02-15 05:48:47 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, getting new HP set (no sbatch)
2026-02-15 05:48:47 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, requested 1 jobs, got 1, 0.37 s/job
2026-02-15 05:48:47 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, eval #1/1 start                    
2026-02-15 05:48:47 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, starting new job                   
2026-02-15 05:48:47 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, started new job                    
2026-02-15 05:48:56 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005173, new result: RESULT: 97.337180      
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, finishing jobs, finished 1 job        
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, getting new HP set (no sbatch)        
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, requested 1 jobs, got 1, 0.42 s/job   
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, eval #1/1 start                       
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, starting new job                      
2026-02-15 05:48:58 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, started new job                       
2026-02-15 05:49:07 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 71.3208391005, new result: RESULT: 44.611214         
2026-02-15 05:49:09 (332bb28e-138d-4c41-bd5c-c8cd4d9d9903): BOTORCH_MODULAR, best RESULT: 44.6112141227147, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.110 │    1 │        0.110 │
│       2 │   0.070 │    1 │        0.070 │
│       3 │   0.247 │    1 │        0.247 │
│       4 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.124 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.497 │      │              │
│     Max │   0.247 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.050 │    1 │        0.050 │
│         3 │   0.370 │    1 │        0.370 │
│         4 │   0.423 │    1 │        0.423 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.217 │      │              │
│    Median │   0.210 │      │              │
│     Total │   0.866 │      │              │
│       Max │   0.423 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1771134502,765.6484375,28.4

`RESULT` (goal: minimize)

Best value: 44.611214122715
Achieved at:
- run_time = 6
- a = 39.611214122715
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	44.6112	132.1905	86.3649	32.3654	4
a	39.6112	92.3372	61.1259	19.8041	4
b	5	82.4232	25.239	33.0468	4

submitit INFO (2026-02-15 05:48:26,050) - Starting with JobEnvironment(job_id=136329, hostname=runnervmn36qa, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-15 05:48:26,050) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/136329/136329_submitted.pkl
Trial-Index: 0

Parameters: {"a": 49.767297357320786, "b": 82.42321610450745}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (49.76729735732078552246 + 82.42321610450744628906)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1771134493.3956568
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1771134497.073666
Last modification: 1771134493.3956568
Hostname: runnervmn36qa
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (49.76729735732078552246 + 82.42321610450744628906)'
stdout:
 RESULT: 132.190513461828
stderr was empty
Result: {'RESULT': 132.190513461828}
Final-results: {'RESULT': 132.190513461828}
EXIT_CODE: 0
submitit INFO (2026-02-15 05:48:33,693) - Job completed successfully
submitit INFO (2026-02-15 05:48:33,693) - Exiting after successful completion