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 22:28:37 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 10, ▆▁▅█, finishing jobs, finished 1 job

Git-Version

Commit: dffaf994f52be69b1cf59dba725dd7c392badc7a (9475-2-gdffaf994f)

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
0,1786400873,2,c37b5094-a339-47a0-8d4a-fbee237cef9b,1786400875,1786400881,6,perl -e 'print "RESULT: " . (24.98100548982620239258 + 18.5473241657018661499)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,43.528329655500002104417944792658,24.981005489826202392578125,18.54732416570186614990234375
1,1786400884,2,c37b5094-a339-47a0-8d4a-fbee237cef9b,1786400886,1786400892,6,perl -e 'print "RESULT: " . (60.92766904737800359726 + 87.22395996563136577606)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,148.151629012999990209209499880672,60.927669047378003597259521484375,87.22395996563136577606201171875
2,1786400895,2,c37b5094-a339-47a0-8d4a-fbee237cef9b,1786400897,1786400903,6,perl -e 'print "RESULT: " . (49.98255284479288462762 + 5)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,54.982552844799997160407656338066,49.982552844792884627622697735205,5
3,1786400906,2,c37b5094-a339-47a0-8d4a-fbee237cef9b,1786400908,1786400914,6,perl -e 'print "RESULT: " . (5 + 5)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,10,5,5

2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, Started OmniOpt2 run...
2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, eval #1/1 start                    
2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, starting new job                   
2026-08-10 22:27:53 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, started new job                    
2026-08-10 22:28:02 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, new result: RESULT: 43.528330      
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, finishing jobs, finished 1 job
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, getting new HP set (no sbatch)
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, requested 1 jobs, got 1, 0.05 s/job
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, eval #1/1 start                    
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, starting new job                   
2026-08-10 22:28:04 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, started new job                    
2026-08-10 22:28:13 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555281, new result: RESULT: 148.151629     
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): SOBOL, best RESULT: 43.5283296555, █▁, finishing jobs, finished 1 job    
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, getting new HP set (no sbatch)
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, requested 1 jobs, got 1, 0.59 s/job
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, eval #1/1 start                    
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, starting new job                   
2026-08-10 22:28:15 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, started new job                    
2026-08-10 22:28:24 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁, new result: RESULT: 54.982553      
2026-08-10 22:28:26 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, finishing jobs, finished 1 job    
2026-08-10 22:28:26 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, getting new HP set (no sbatch)    
2026-08-10 22:28:26 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, requested 1 jobs, got 1, 0.59 s/job
2026-08-10 22:28:26 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, eval #1/1 start                    
2026-08-10 22:28:26 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, starting new job                   
2026-08-10 22:28:27 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, started new job                    
2026-08-10 22:28:36 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 43.5283296555, █▁▇, new result: RESULT: 10.000000      
2026-08-10 22:28:37 (c37b5094-a339-47a0-8d4a-fbee237cef9b): BOTORCH_MODULAR, best RESULT: 10, ▆▁▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.055 │    1 │        0.055 │
│       3 │   0.055 │    1 │        0.055 │
│       4 │   0.054 │    1 │        0.054 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.068 │      │              │
│  Median │   0.055 │      │              │
│   Total │   0.272 │      │              │
│     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 │   0.587 │    1 │        0.587 │
│         4 │   0.589 │    1 │        0.589 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.310 │      │              │
│    Median │   0.316 │      │              │
│     Total │   1.241 │      │              │
│       Max │   0.589 │      │              │
│       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
1786400871,898.8671875,28.6

`RESULT` (goal: minimize)

Best value: 10
Achieved at:
- b = 5 (r=0.948, strong positive correlation)
- a = 5 (r=0.868, 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	148.1516	64.1656	51.2294	4
a	5	60.9277	35.2228	21.7767	4
b	5	87.224	28.9428	34.1001	4

submitit INFO (2026-08-10 22:27:53,509) - Starting with JobEnvironment(job_id=113398, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:27:53,509) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/113398/113398_submitted.pkl
Trial-Index: 0

Parameters: {"a": 24.981005489826202, "b": 18.547324165701866}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (24.98100548982620239258 + 18.5473241657018661499)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398800.8377903
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398800.8857908
Last modification: 1786398800.8377903
Hostname: runnervmvrwv9
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (24.98100548982620239258 + 18.5473241657018661499)'
stdout:
 RESULT: 43.5283296555281
stderr was empty
Result: {'RESULT': 43.5283296555281}
Final-results: {'RESULT': 43.5283296555281}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:28:01,123) - Job completed successfully
submitit INFO (2026-08-10 22:28:01,123) - Exiting after successful completion