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
82.65578202862827	8.442264637638553	91.0980466663

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 19:56:47 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466663, ▁▅█▃, finishing jobs, finished 1 job

Git-Version

Commit: 88afaf36232a5a982cdef1255c6e132162d64dab (9430-48-g88afaf362)

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
0,1786391763,2,ef7b31e6-a3b9-49c7-ab4a-47155484d6d8,1786391765,1786391771,6,perl -e 'print "RESULT: " . (46.42423734068870544434 + 64.76243555545806884766)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,111.186672896100006369124457705766,46.4242373406887054443359375,64.76243555545806884765625
1,1786391774,1,ef7b31e6-a3b9-49c7-ab4a-47155484d6d8,1786391775,1786391781,6,perl -e 'print "RESULT: " . (71.56780651304870843887 + 25.6871165148913860321)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,97.254923027900005649826198350638,71.567806513048708438873291015625,25.6871165148913860321044921875
2,1786391785,2,ef7b31e6-a3b9-49c7-ab4a-47155484d6d8,1786391787,1786391793,6,perl -e 'print "RESULT: " . (82.65578202862826628916 + 8.44226463763855328182)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,91.098046666299993034954241011292,82.655782028628266289160819724202,8.442264637638553281817621609662
3,1786391796,2,ef7b31e6-a3b9-49c7-ab4a-47155484d6d8,1786391798,1786391804,6,perl -e 'print "RESULT: " . (100 + 5)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,105,100,5

2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, Started OmniOpt2 run...
2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, getting new HP set (no sbatch)
2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, eval #1/1 start                    
2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, starting new job                   
2026-08-10 19:56:03 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, started new job                    
2026-08-10 19:56:12 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, new result: RESULT: 111.186673     
2026-08-10 19:56:13 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, finishing jobs, finished 1 job
2026-08-10 19:56:14 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, getting new HP set (no sbatch)
2026-08-10 19:56:14 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 19:56:14 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, eval #1/1 start                    
2026-08-10 19:56:14 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, starting new job                   
2026-08-10 19:56:14 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, started new job                    
2026-08-10 19:56:23 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 111.186672896147, new result: RESULT: 97.254923      
2026-08-10 19:56:24 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): SOBOL, best RESULT: 97.2549230279401, ▁█, finishing jobs, finished 1 job 
2026-08-10 19:56:25 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, getting new HP set (no sbatch)
2026-08-10 19:56:25 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, requested 1 jobs, got 1, 0.78 s/job
2026-08-10 19:56:25 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, eval #1/1 start                    
2026-08-10 19:56:25 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, starting new job                   
2026-08-10 19:56:25 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, started new job                    
2026-08-10 19:56:34 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 97.2549230279401, ▁█, new result: RESULT: 91.098047      
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, finishing jobs, finished 1 job    
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, getting new HP set (no sbatch)    
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, requested 1 jobs, got 1, 0.43 s/job
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, eval #1/1 start                    
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, starting new job                   
2026-08-10 19:56:36 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, started new job                    
2026-08-10 19:56:45 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466662668, ▁▅█, new result: RESULT: 105.000000     
2026-08-10 19:56:47 (ef7b31e6-a3b9-49c7-ab4a-47155484d6d8): BOTORCH_MODULAR, best RESULT: 91.0980466663, ▁▅█▃, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.054 │    1 │        0.054 │
│       3 │   0.056 │    1 │        0.056 │
│       4 │   0.055 │    1 │        0.055 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.055 │      │              │
│   Total │   0.274 │      │              │
│     Max │   0.109 │      │              │
│     Min │   0.054 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.019 │    1 │        0.019 │
│         2 │   0.046 │    1 │        0.046 │
│         3 │   0.782 │    1 │        0.782 │
│         4 │   0.426 │    1 │        0.426 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.318 │      │              │
│    Median │   0.236 │      │              │
│     Total │   1.273 │      │              │
│       Max │   0.782 │      │              │
│       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
1786391760,899.05078125,29

`RESULT` (goal: minimize)

Best value: 91.0980466663
Achieved at:
- b = 8.4422646376386 (r=0.673, moderate positive correlation)
- a = 82.655782028628 (r=-0.429, moderate negative 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	91.098	111.1867	101.1349	7.612	4
a	46.4242	100	75.162	19.4413	4
b	5	64.7624	25.973	23.7271	4

submitit INFO (2026-08-10 19:56:03,909) - Starting with JobEnvironment(job_id=113902, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 19:56:03,909) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/113902/113902_submitted.pkl
Trial-Index: 0

Parameters: {"a": 46.424237340688705, "b": 64.76243555545807}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (46.42423734068870544434 + 64.76243555545806884766)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786389780.087524
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786389780.133524
Last modification: 1786389780.087524
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (46.42423734068870544434 + 64.76243555545806884766)'
stdout:
 RESULT: 111.186672896147
stderr was empty
Result: {'RESULT': 111.186672896147}
Final-results: {'RESULT': 111.186672896147}
EXIT_CODE: 0
submitit INFO (2026-08-10 19:56:11,464) - Job completed successfully
submitit INFO (2026-08-10 19:56:11,465) - Exiting after successful completion