OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int…	OO_Info_int…	OO_Info_flo…	OO_Info_cho…	OO_Info_SLUR…	int_param	float_param	int_param_two	choice_param	RESULT
-73	7	-45.8383876…	1	54	-73	-45.8383876…	7	1	-87302.3365…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-08-10 11:14:45 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, best RESULT: -87302.3365463495, █▁, waiting for 2 jobs, finished 2 jobs

Git-Version

Commit: 07904b8c9d23eae611788b226fbb7d5c87542dfa (9430-15-g07904b8c9)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,1786360473,4,f33e22e2-333b-4df1-ad7e-ef66c849d8aa,1786360477,1786360484,7,./.tests/optimization_example  --int_param='-73' --float_param='-45.83838760852813720703' --choice_param='1' --int_param_two='7' --nr_results=1,0,,slurmnode3,-73,7,-45.83838760852813720703125,1,54,0_0,COMPLETED,SOBOL,-87302.336546349499258212745189666748,-73,-45.83838760852813720703125,7,1
1,1786360473,5,f33e22e2-333b-4df1-ad7e-ef66c849d8aa,1786360478,1786360484,6,./.tests/optimization_example  --int_param='-16' --float_param='-0.02384141087532043457' --choice_param='4' --int_param_two='-62' --nr_results=1,0,,slurmnode4,-16,-62,-0.023841410875320399875842980464,4,55,1_0,COMPLETED,SOBOL,-49152.509825216300669126212596893311,-16,-0.0238414108753204345703125,-62,4

2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, Started OmniOpt2 run...
2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, getting new HP set #1/2
2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, getting new HP set #2/2
2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, requested 2 jobs, got 2, 0.04 s/job
2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, eval #1/2 start                    
2026-08-10 11:14:32 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, eval #2/2 start                    
2026-08-10 11:14:33 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, starting new job                   
2026-08-10 11:14:33 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, pending 1 = ∑1/20, started new job 
2026-08-10 11:14:33 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, pending 2 = ∑2/20, started new job 
2026-08-10 11:14:34 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, pending 2 = ∑2/20, waiting for 2 jobs
2026-08-10 11:14:35 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, running 2 = ∑2/20, waiting for 2 jobs
2026-08-10 11:14:44 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, running 2 = ∑2/20, new result: RESULT: -87302.336546
2026-08-10 11:14:44 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, running 2 = ∑2/20, new result: RESULT: -49152.509825
2026-08-10 11:14:45 (f33e22e2-333b-4df1-ad7e-ef66c849d8aa): SOBOL, best RESULT: -87302.3365463495, █▁, waiting for 2 jobs, finished 2 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.570 │    2 │        0.285 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.570 │      │              │
│  Median │   0.570 │      │              │
│   Total │   0.570 │      │              │
│     Max │   0.570 │      │              │
│     Min │   0.570 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.081 │    2 │        0.040 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.081 │      │              │
│    Median │   0.081 │      │              │
│     Total │   0.081 │      │              │
│       Max │   0.081 │      │              │
│       Min │   0.081 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'],
	['choice_param', 'choice', '1,2,4,8,16,hallo'], ['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
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/admin
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
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	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
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	20
worker_timeout	5
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	True
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

1786360469.9523,20,0,0
1786360473.0465,20,0,0
1786360473.3147,20,1,5
1786360477.7853,20,1,5
1786360478.3499,20,2,10
1786360487.6861,20,2,10

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1786360469,752.99609375,64.3

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

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	7	6.5	0.5	2
OO_Info_int_param	-73	-16	-44.5	28.5	2
OO_Info_int_param_two	-62	7	-27.5	34.5	2
OO_Info_float_param	-45.8384	-0.0238	-22.9311	22.9073	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT	-87302.3365	-49152.5098	-68227.4232	19074.9134	2
int_param	-73	-16	-44.5	28.5	2
float_param	-45.8384	-0.0238	-22.9311	22.9073	2
int_param_two	-62	7	-27.5	34.5	2
choice_param	1	4	2.5	1.5	2

submitit INFO (2026-08-10 11:14:34,486) - Starting with JobEnvironment(job_id=54, hostname=slurmnode3, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 11:14:34,486) - Loading pickle: /oo_dir/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/54/54_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -73, "float_param": -45.83838760852814, "int_param_two": 7, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-73' --float_param='-45.83838760852813720703' --choice_param='1' --int_param_two='7' --nr_results=1
pwd: /oo_dir
File: ./.tests/optimization_example
UID: 1000
GID: 1000
SLURM_JOB_ID: 54
Status-Change-Time: 1751708223.4603384
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: admin
Last access: 1786285506.3031468
Last modification: 1751708223.4603384
Hostname: slurmnode3
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-73' --float_param='-45.83838760852813720703' --choice_param='1' --int_param_two='7' --nr_results=1
stdout:
 OO-Info: int_param: -73
OO-Info: int_param_two: 7
OO-Info: float_param: -45.83838760852813720703
OO-Info: choice_param: 1
RESULT: -87302.3365463495

stderr was empty
Result: {'RESULT': -87302.3365463495}
Final-results: {'RESULT': -87302.3365463495}
EXIT_CODE: 0
submitit INFO (2026-08-10 11:14:44,013) - Job completed successfully
submitit INFO (2026-08-10 11:14:44,013) - Exiting after successful completion