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
46.45814893180617	5.0	51.4581489318062

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: 5b490b6b5423ab68a01530ea85d7902dfff6beb9 (9796-4-g5b490b6b5)

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
0,1786696482,2,ef99677a-f30a-440d-9a41-c203a65a5201,1786696484,1786696490,6,perl -e 'print "RESULT: " . (31.29717558622360229492 + 95.75064361095428466797)',0,,runnervmvrwv9,0_0,COMPLETED,SOBOL,127.047819197199999052827479317784,31.297175586223602294921875,95.75064361095428466796875
1,1786696492,2,ef99677a-f30a-440d-9a41-c203a65a5201,1786696494,1786696500,6,perl -e 'print "RESULT: " . (87.1948073292151093483 + 16.43398288637399673462)',0,,runnervmvrwv9,1_0,COMPLETED,SOBOL,103.628790215600005808482819702476,87.194807329215109348297119140625,16.433982886373996734619140625
2,1786696503,2,ef99677a-f30a-440d-9a41-c203a65a5201,1786696505,1786696511,6,perl -e 'print "RESULT: " . (60.17500048151892144688 + 5)',0,,runnervmvrwv9,2_0,COMPLETED,BOTORCH_MODULAR,65.175000481500006799251423217356,60.175000481518921446877357084304,5
3,1786696515,2,ef99677a-f30a-440d-9a41-c203a65a5201,1786696517,1786696523,6,perl -e 'print "RESULT: " . (46.45814893180617133339 + 5)',0,,runnervmvrwv9,3_0,COMPLETED,BOTORCH_MODULAR,51.458148931806199755101260961965,46.458148931806171333391830557957,5

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.114 │    1 │        0.114 │
│       2 │   0.059 │    1 │        0.059 │
│       3 │   0.055 │    1 │        0.055 │
│       4 │   0.057 │    1 │        0.057 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.071 │      │              │
│  Median │   0.058 │      │              │
│   Total │   0.284 │      │              │
│     Max │   0.114 │      │              │
│     Min │   0.055 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.020 │    1 │        0.020 │
│         2 │   0.048 │    1 │        0.048 │
│         3 │   0.705 │    1 │        0.705 │
│         4 │   0.766 │    1 │        0.766 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.385 │      │              │
│    Median │   0.376 │      │              │
│     Total │   1.538 │      │              │
│       Max │   0.766 │      │              │
│       Min │   0.020 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1786696480,899.5546875,28.7

`RESULT` (goal: minimize)

Best value: 51.458148931806
Achieved at:
- b = 5 (r=0.842, strong positive correlation)
- a = 46.458148931806 (r=-0.09, weak 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	51.4581	127.0478	86.8274	30.0823	4
a	31.2972	87.1948	56.2813	20.564	4
b	5	95.7506	30.5462	37.9341	4