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

Git-Version

Commit: b8cfc139fd2a0bf7812194ab058ea72864028ccd (9486-320-gb8cfc139f)

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
0,1786614864,2,9acef075-b42a-42da-b8a2-1e1ccab0e2d1,1786614866,1786614872,6,perl -e 'print "RESULT: " . (40.81271842122077941895 + 26.2685696035623550415)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,67.081288024800002744996163528413,40.8127184212207794189453125,26.26856960356235504150390625
1,1786614874,2,9acef075-b42a-42da-b8a2-1e1ccab0e2d1,1786614876,1786614882,6,perl -e 'print "RESULT: " . (68.91157929785549640656 + 91.2225390411913394928)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,160.134118338999996922211721539497,68.91157929785549640655517578125,91.2225390411913394927978515625
2,1786614886,1,9acef075-b42a-42da-b8a2-1e1ccab0e2d1,1786614887,1786614893,6,perl -e 'print "RESULT: " . (24.89339212756367558654 + 5)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,29.893392127599998531195524265058,24.893392127563675586543467943557,5
3,1786614896,2,9acef075-b42a-42da-b8a2-1e1ccab0e2d1,1786614898,1786614904,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.050 │    1 │        0.050 │
│       2 │   0.046 │    1 │        0.046 │
│       3 │   0.047 │    1 │        0.047 │
│       4 │   0.047 │    1 │        0.047 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.047 │      │              │
│  Median │   0.047 │      │              │
│   Total │   0.190 │      │              │
│     Max │   0.050 │      │              │
│     Min │   0.046 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.031 │    1 │        0.031 │
│         3 │   0.378 │    1 │        0.378 │
│         4 │   0.274 │    1 │        0.274 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.175 │      │              │
│    Median │   0.153 │      │              │
│     Total │   0.700 │      │              │
│       Max │   0.378 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1786614863,769.36328125,30.5

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- b = 5 (r=0.988, strong positive correlation)
- a = 5 (r=0.973, 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	160.1341	66.7772	57.6621	4
a	5	68.9116	34.9044	23.3768	4
b	5	91.2225	31.8728	35.3486	4

submitit INFO (2026-08-13 09:54:24,973) - Starting with JobEnvironment(job_id=15633, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-13 09:54:24,973) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/15633/15633_submitted.pkl
Trial-Index: 0

Parameters: {"a": 40.81271842122078, "b": 26.268569603562355}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (40.81271842122077941895 + 26.2685696035623550415)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786612969.3862004
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786612969.4182
Last modification: 1786612969.3862004
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (40.81271842122077941895 + 26.2685696035623550415)'
stdout:
 RESULT: 67.0812880247831
stderr was empty
Result: {'RESULT': 67.0812880247831}
Final-results: {'RESULT': 67.0812880247831}
EXIT_CODE: 0
submitit INFO (2026-08-13 09:54:32,435) - Job completed successfully
submitit INFO (2026-08-13 09:54:32,435) - Exiting after successful completion