OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	choice_param	int_param_two	RESULT
-31.0	6.0	-99.7668817104…	2	-31	-99.7668817104…	2	6	-123153.91503…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: ad0f471c5d8a70c3229d4ecc7250fbc28a86eee0 (9808)

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,arm_name,trial_status,generation_node,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-117874.539956242006155662238597869873,-25,-98.97385246120393276214599609375,hallo,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-98102.15870027040364220738410949707,-18,-6.151855003856693926422849472146,1,-91
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-117549.86343284120084717869758605957,-43,-91.8393222987651824951171875,2,-1
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-112366.03751161690161097794771194458,-28,7.931168907055093697522352158558,8,-96
4,1786851366,3,a59db9aa-a6c4-4da0-8ed1-af317ca3d8a7,1786851369,1786851375,6,./.tests/optimization_example --int_param='-40' --float_param='-79.54997159240392079482' --choice_param='hallo'  --int_param_two='0' --nr_results=1,0,,runnervmzvulz,-40,0,-79.549971592403920794822624884546,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-92609.49696276310714893043041229248,-40,-79.549971592403920794822624884546,hallo,0
5,1786851380,3,a59db9aa-a6c4-4da0-8ed1-af317ca3d8a7,1786851383,1786851389,6,./.tests/optimization_example --int_param='-31' --float_param='-99.76688171046762931837' --choice_param='2'  --int_param_two='6' --nr_results=1,0,,runnervmzvulz,-31,6,-99.766881710467629318372928537428,2,5_0,COMPLETED,BOTORCH_MODULAR,-123153.915033351164311170578002929688,-31,-99.766881710467629318372928537428,2,6

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.248 │    1 │        0.248 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.163 │      │              │
│  Median │   0.163 │      │              │
│   Total │   0.327 │      │              │
│     Max │   0.248 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.226 │    1 │        3.226 │
│         2 │   1.982 │    1 │        1.982 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.604 │      │              │
│    Median │   2.604 │      │              │
│     Total │   5.209 │      │              │
│       Max │   3.226 │      │              │
│       Min │   1.982 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
experiment_name	adding_old_jobs_to_new_jobs
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/runner
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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['/home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/0',
	'/home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/1']
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
username	None
max_failed_jobs	None
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	1
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

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

timestamp,ram_usage_mb,cpu_usage_percent
1786851359,907.63671875,27.2

`RESULT` (goal: minimize)

Best value: -123153.91503335
Achieved at:
- float_param = -99.766881710468 (r=0.405, moderate positive correlation)
- int_param_two = 6 (r=-0.34, weak negative correlation)
- int_param = -31 (r=0.061, weak positive 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-40	-31	-35.5	4.5	2
OO_Info_int_param_two	0	6	3	3	2
OO_Info_float_param	-99.7669	-79.55	-89.6584	10.1085	2
OO_Info_choice_param	No numerical statistics available
RESULT	-123153.915	-92609.497	-110276.0019	11114.282	6
int_param	-43	-18	-30.8333	8.5521	6
float_param	-99.7669	7.9312	-61.3918	44.7194	6
choice_param	No numerical statistics available
int_param_two	-96	8	-29	45.7384	6