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	5.0	10.0

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

2026-08-10 22:18:05 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 10, ▆▁▆█, finishing jobs, finished 1 job

Git-Version

Commit: d03cb299e7a3d28464b1874ecc1c67d527025248 (9475-4-gd03cb299e)

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
0,1786400241,2,ba1c6596-83e6-4ab6-b415-85f8e41dfb9c,1786400243,1786400249,6,perl -e 'print "RESULT: " . (8.3488686196506023407 + 24.79983285069465637207)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,33.14870147029999714050063630566,8.3488686196506023406982421875,24.7998328506946563720703125
1,1786400251,2,ba1c6596-83e6-4ab6-b415-85f8e41dfb9c,1786400253,1786400259,6,perl -e 'print "RESULT: " . (77.05845761578530073166 + 72.41503052879124879837)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,149.473488144599997440309380181134,77.058457615785300731658935546875,72.415030528791248798370361328125
2,1786400263,2,ba1c6596-83e6-4ab6-b415-85f8e41dfb9c,1786400265,1786400271,6,perl -e 'print "RESULT: " . (27.9605582811090940254 + 5)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,32.960558281099999078378459671512,27.960558281109094025396188953891,5
3,1786400274,2,ba1c6596-83e6-4ab6-b415-85f8e41dfb9c,1786400276,1786400282,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, Started OmniOpt2 run...
2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, eval #1/1 start                    
2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, starting new job                   
2026-08-10 22:17:21 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, started new job                    
2026-08-10 22:17:30 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, new result: RESULT: 33.148701      
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, finishing jobs, finished 1 job
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, getting new HP set (no sbatch)
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, eval #1/1 start                    
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, starting new job                   
2026-08-10 22:17:31 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, started new job                    
2026-08-10 22:17:40 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703453, new result: RESULT: 149.473488     
2026-08-10 22:17:42 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): SOBOL, best RESULT: 33.1487014703, █▁, finishing jobs, finished 1 job    
2026-08-10 22:17:43 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, getting new HP set (no sbatch)
2026-08-10 22:17:43 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, requested 1 jobs, got 1, 0.33 s/job
2026-08-10 22:17:43 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, eval #1/1 start                    
2026-08-10 22:17:43 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, starting new job                   
2026-08-10 22:17:43 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, started new job                    
2026-08-10 22:17:52 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 33.1487014703, █▁, new result: RESULT: 32.960558      
2026-08-10 22:17:53 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, finishing jobs, finished 1 job 
2026-08-10 22:17:54 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, getting new HP set (no sbatch) 
2026-08-10 22:17:54 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, requested 1 jobs, got 1, 0.32 s/job
2026-08-10 22:17:54 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, eval #1/1 start                    
2026-08-10 22:17:54 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, starting new job                   
2026-08-10 22:17:54 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, started new job                    
2026-08-10 22:18:03 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 32.9605582811091, ▇▁█, new result: RESULT: 10.000000      
2026-08-10 22:18:05 (ba1c6596-83e6-4ab6-b415-85f8e41dfb9c): BOTORCH_MODULAR, best RESULT: 10, ▆▁▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.061 │    1 │        0.061 │
│       2 │   0.055 │    1 │        0.055 │
│       3 │   0.052 │    1 │        0.052 │
│       4 │   0.053 │    1 │        0.053 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.055 │      │              │
│  Median │   0.054 │      │              │
│   Total │   0.220 │      │              │
│     Max │   0.061 │      │              │
│     Min │   0.052 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.019 │    1 │        0.019 │
│         2 │   0.047 │    1 │        0.047 │
│         3 │   0.335 │    1 │        0.335 │
│         4 │   0.322 │    1 │        0.322 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.185 │      │              │
│     Total │   0.723 │      │              │
│       Max │   0.335 │      │              │
│       Min │   0.019 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
dump_config	None
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
1786400239,768.921875,29.4

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- a = 5 (r=0.97, strong positive correlation)
- b = 5 (r=0.967, strong positive correlation)
- run_time = 6 (r=0, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	10	149.4735	56.3957	54.5565	4
a	5	77.0585	29.592	28.774	4
b	5	72.415	26.8037	27.5464	4

submitit INFO (2026-08-10 22:17:21,605) - Starting with JobEnvironment(job_id=116055, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:17:21,605) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/116055/116055_submitted.pkl
Trial-Index: 0

Parameters: {"a": 8.348868619650602, "b": 24.799832850694656}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (8.3488686196506023407 + 24.79983285069465637207)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398337.6152446
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398337.657245
Last modification: 1786398337.6152446
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (8.3488686196506023407 + 24.79983285069465637207)'
stdout:
 RESULT: 33.1487014703453
stderr was empty
Result: {'RESULT': 33.1487014703453}
Final-results: {'RESULT': 33.1487014703453}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:17:29,367) - Job completed successfully
submitit INFO (2026-08-10 22:17:29,367) - Exiting after successful completion