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
5.0	62.520035186033326	67.5200351860333

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

2026-02-24 13:52:30 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 67.5200351860333, finishing jobs, finished 1 job

Git-Version

Commit: 95422d9ad480c2b42aa4c975f8aa23637f180e31 (9260-6-g95422d9ad)

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
0,1771941104,2,2e71268e-ce70-43dd-8413-d023d47d774d,1771941106,1771941112,6,perl -e 'print "RESULT: " . (60.54430186748504638672 + 39.96048137545585632324)',0,,runnervmwffz4,0_0,COMPLETED,SOBOL,100.504783242900003870090586133301,60.54430186748504638671875,39.9604813754558563232421875
1,1771941116,2,2e71268e-ce70-43dd-8413-d023d47d774d,1771941118,1771941124,6,perl -e 'print "RESULT: " . (8.68890352547168731689 + 89.23476310446858406067)',0,,runnervmwffz4,1_0,COMPLETED,SOBOL,97.923666629899997815300594083965,8.68890352547168731689453125,89.2347631044685840606689453125
2,1771941128,1,2e71268e-ce70-43dd-8413-d023d47d774d,1771941129,1771941136,7,perl -e 'print "RESULT: " . (32.09230331921992274147 + 100)',0,,runnervmwffz4,2_0,COMPLETED,BOTORCH_MODULAR,132.092303319199999123156885616481,32.092303319219922741467598825693,100
3,1771941139,2,2e71268e-ce70-43dd-8413-d023d47d774d,1771941141,1771941147,6,perl -e 'print "RESULT: " . (5 + 62.52003518603332565817)',0,,runnervmwffz4,3_0,COMPLETED,BOTORCH_MODULAR,67.520035186033297236463113222271,5,62.520035186033325658172543626279


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

Current git-hash: 95422d9ad480c2b42aa4c975f8aa23637f180e31 (last fully tested stable version 6 commits ago [58c866c868c07da88eccea8bc47a8de539dae9f1, 9260])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-24 13:51:40] 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: 995512e5-d1b8-4368-970f-2eaf2fa19a5d
  _________________________________________________
 /                                                 \
| OmniOpt2 - It’s a hyperparameter life – every twe |
| ak counts!                                        |
 \                                                 /
  =================================================
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                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_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=9 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           ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 5.0 │ 62.520035186033326 │ 67.5200351860333 │
└─────┴────────────────────┴──────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 7.00 sec  │   6.25 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-24 13:51:44 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, Started OmniOpt2 run...
2026-02-24 13:51:44 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, getting new HP set (no sbatch)
2026-02-24 13:51:44 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-02-24 13:51:44 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, eval #1/1 start                    
2026-02-24 13:51:44 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, starting new job                   
2026-02-24 13:51:45 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, started new job                    
2026-02-24 13:51:54 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, new result: RESULT: 100.504783     
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, finishing jobs, finished 1 job
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, getting new HP set (no sbatch)
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, requested 1 jobs, got 1, 0.08 s/job
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, eval #1/1 start                    
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, starting new job                   
2026-02-24 13:51:56 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, started new job                    
2026-02-24 13:52:05 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 100.504783242941, new result: RESULT: 97.923667      
2026-02-24 13:52:07 (2e71268e-ce70-43dd-8413-d023d47d774d): SOBOL, best RESULT: 97.9236666299403, finishing jobs, finished 1 job     
2026-02-24 13:52:08 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, getting new HP set (no sbatch)
2026-02-24 13:52:08 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, requested 1 jobs, got 1, 0.39 s/job
2026-02-24 13:52:08 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, eval #1/1 start                    
2026-02-24 13:52:08 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, starting new job                   
2026-02-24 13:52:08 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, started new job                    
2026-02-24 13:52:17 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299403, new result: RESULT: 132.092303     
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, finishing jobs, finished 1 job        
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, getting new HP set (no sbatch)        
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, requested 1 jobs, got 1, 0.61 s/job   
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, eval #1/1 start                       
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, starting new job                      
2026-02-24 13:52:19 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, started new job                       
2026-02-24 13:52:28 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 97.9236666299, new result: RESULT: 67.520035         
2026-02-24 13:52:30 (2e71268e-ce70-43dd-8413-d023d47d774d): BOTORCH_MODULAR, best RESULT: 67.5200351860333, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.081 │    1 │        0.081 │
│       3 │   0.080 │    1 │        0.080 │
│       4 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.124 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.494 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.036 │    1 │        0.036 │
│         2 │   0.084 │    1 │        0.084 │
│         3 │   0.394 │    1 │        0.394 │
│         4 │   0.609 │    1 │        0.609 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.281 │      │              │
│    Median │   0.239 │      │              │
│     Total │   1.122 │      │              │
│       Max │   0.609 │      │              │
│       Min │   0.036 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1771941102,793.5078125,26.9

`RESULT` (goal: minimize)

Best value: 67.520035186033
Achieved at:
- run_time = 6
- a = 5
- b = 62.520035186033

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	67.52	132.0923	99.5102	22.8499	4
a	5	60.5443	26.5814	22.1909	4
b	39.9605	100	72.9288	23.42	4

submitit INFO (2026-02-24 13:51:45,371) - Starting with JobEnvironment(job_id=137629, hostname=runnervmwffz4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-24 13:51:45,371) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/137629/137629_submitted.pkl
Trial-Index: 0

Parameters: {"a": 60.544301867485046, "b": 39.960481375455856}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (60.54430186748504638672 + 39.96048137545585632324)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1771941091.3321428
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1771941093.276179
Last modification: 1771941091.3321428
Hostname: runnervmwffz4
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (60.54430186748504638672 + 39.96048137545585632324)'
stdout:
 RESULT: 100.504783242941
stderr was empty
Result: {'RESULT': 100.504783242941}
Final-results: {'RESULT': 100.504783242941}
EXIT_CODE: 0
submitit INFO (2026-02-24 13:51:52,930) - Job completed successfully
submitit INFO (2026-02-24 13:51:52,930) - Exiting after successful completion