OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	1

Best RESULT, min (total: 4)

a	b	RESULT
9.316582862373732	17.793594076486112	27.1101769388598

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1

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	1	0	1

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: 2b47a049cfc0b59a000fb4827d8b57f738e992e5 (9994-3-g2b47a049c)

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
0,1788845018,12,35cf8ee2-84f0-4085-86de-2f71c6422ed3,1788845030,1788845036,6,perl -e 'print "RESULT: " . (39.92936909198760986328 + 78.08741688728332519531)',0,,norman-20fms48v00,0_0,COMPLETED,SOBOL,118.016785979271006112867326010019,39.92936909198760986328125,78.0874168872833251953125

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.271 │    1 │        0.271 │
│       2 │   0.094 │    1 │        0.094 │
│       3 │   0.098 │    1 │        0.098 │
│       4 │   0.154 │    1 │        0.154 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.154 │      │              │
│  Median │   0.126 │      │              │
│   Total │   0.618 │      │              │
│     Max │   0.271 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.078 │    1 │        0.078 │
│         3 │   1.239 │    1 │        1.239 │
│         4 │   1.381 │    1 │        1.381 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.682 │      │              │
│    Median │   0.659 │      │              │
│     Total │   2.729 │      │              │
│       Max │   1.381 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
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
wait_until_ended	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/norman
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
local_cpu_monitor	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
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
formula	None
formula_mode	auto
formula_python_path	/home/norman/.omniax_venvs/Python_3.13.5/x86_64/bin/python
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	1
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
1788845016,877.1796875,94.6

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	Count
run_time	6	6	6	1
RESULT	118.0168	118.0168	118.0168	1
a	39.9294	39.9294	39.9294	1
b	78.0874	78.0874	78.0874	1

submitit INFO (2026-09-08 07:23:40,362) - Starting with JobEnvironment(job_id=1225099, hostname=norman-20fms48v00, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-09-08 07:23:40,363) - Loading pickle: /home/norman/repos/OmniOpt/runs/multiplication_constraint/3/single_runs/1225099/1225099_submitted.pkl
Trial-Index: 0

Parameters: {"a": 39.92936909198761, "b": 78.08741688728333}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (39.92936909198760986328 + 78.08741688728332519531)'
pwd: /home/norman/repos/OmniOpt
File: .
UID: 1000
GID: 1000
Status-Change-Time: 1788845012.0310915
Size: 114688 Bytes
Permissions: drwxr-xr-x
Owner: norman
Last access: 1788845012.0830913
Last modification: 1788845012.0310915
Hostname: norman-20fms48v00
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (39.92936909198760986328 + 78.08741688728332519531)'
stdout:
 RESULT: 118.016785979271
stderr was empty
Result: {'RESULT': 118.016785979271}
Final-results: {'RESULT': 118.016785979271}
EXIT_CODE: 0
submitit INFO (2026-09-08 07:23:56,794) - Job completed successfully
submitit INFO (2026-09-08 07:23:56,794) - Exiting after successful completion