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	48.28416889608872	53.2841688960887

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: b18478d7c48201c57344359a05b428cfc517d0d7 (9768-16-gb18478d7c)

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
0,1786642451,2,8b0dc143-ea2c-42a9-bd4a-7d0ee45b9cc8,1786642453,1786642459,6,perl -e 'print "RESULT: " . (12.56963144987821578979 + 94.31691348552703857422)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,106.886544935399996347769047133625,12.569631449878215789794921875,94.31691348552703857421875
1,1786642461,2,8b0dc143-ea2c-42a9-bd4a-7d0ee45b9cc8,1786642463,1786642469,6,perl -e 'print "RESULT: " . (98.78140592481940984726 + 40.23236136883497238159)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,139.013767293699999072487116791308,98.781405924819409847259521484375,40.232361368834972381591796875
2,1786642471,2,8b0dc143-ea2c-42a9-bd4a-7d0ee45b9cc8,1786642473,1786642479,6,perl -e 'print "RESULT: " . (5 + 65.71255541282759793376)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,70.71255541280000045389897422865,5,65.71255541282759793375589651987
3,1786642482,1,8b0dc143-ea2c-42a9-bd4a-7d0ee45b9cc8,1786642483,1786642489,6,perl -e 'print "RESULT: " . (5 + 48.28416889608872253348)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,53.284168896088701217195193748921,5,48.284168896088722533477266551927

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.056 │    1 │        0.056 │
│       2 │   0.048 │    1 │        0.048 │
│       3 │   0.049 │    1 │        0.049 │
│       4 │   0.047 │    1 │        0.047 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.050 │      │              │
│  Median │   0.049 │      │              │
│   Total │   0.201 │      │              │
│     Max │   0.056 │      │              │
│     Min │   0.047 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.354 │    1 │        0.354 │
│         4 │   0.319 │    1 │        0.319 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.176 │      │              │
│     Total │   0.723 │      │              │
│       Max │   0.354 │      │              │
│       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
1786642450,769.19921875,29.4

`RESULT` (goal: minimize)

Best value: 53.284168896089
Achieved at:
- a = 5 (r=0.852, strong positive correlation)
- b = 48.284168896089 (r=-0.033, 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	53.2842	139.0138	92.4743	33.1024	4
a	5	98.7814	30.3378	39.6366	4
b	40.2324	94.3169	62.1365	20.7367	4