OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	3
Number random steps	2
Nr. of workers (parameter)	1

Best RESULT, min (total: 3)

OO_In…	OO_In…	OO_In…	OO_In…	int_p…	floa…	int_p…	choi…	RESULT
-100	-50	-100.0	4	-100	-100…	-50	4	-2507…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	1	1

Experiment parameters

		Lower	Upper			Log
Name	Type	bound	bound	Values	Type	Scale?
int_param	range	-100	10		int	No
float_pa…	range	-100	10		float	No
choice_p…	choice			1, 2, 4,
				8, 16,
				hallo
int_para…	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	3	0	3

Result names and types

name	min/max
RESULT	min

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.092 │    1 │        0.092 │
│       2 │   0.053 │    1 │        0.053 │
│       3 │   0.051 │    1 │        0.051 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.066 │      │              │
│  Median │   0.053 │      │              │
│   Total │   0.197 │      │              │
│     Max │   0.092 │      │              │
│     Min │   0.051 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.026 │    1 │        0.026 │
│         2 │   0.054 │    1 │        0.054 │
│         3 │   0.500 │    1 │        0.500 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.193 │      │              │
│    Median │   0.054 │      │              │
│     Total │   0.580 │      │              │
│       Max │   0.500 │      │              │
│       Min │   0.026 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	3
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4…
experiment_name	__main__tests__BOTORCH_MODULAR___lo…
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	/root
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_exha…	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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	True
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
1786605728,795.4140625,29.8

`RESULT` (goal: minimize)

Best value: -250788.12
Achieved at:
- OO_Info_int_param = -100 (r=0.995, strong positive correlation)
- int_param = -100 (r=0.995, strong positive correlation)
- OO_Info_choice_param = 4 (r=0.982, strong positive correlation)
- choice_param = 4 (r=0.982, strong positive correlation)
- OO_Info_float_param = -100 (r=0.945, strong positive correlation)
- float_param = -100 (r=0.945, strong positive correlation)
- OO_Info_int_param_two = -50 (r=0.471, moderate positive correlation)
- int_param_two = -50 (r=0.471, moderate 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	3
OO_Info_int_param	-100	10	-52.6667	46.1976	3
OO_Info_int_param_two	-100	-40	-63.3333	26.2467	3
OO_Info_float_param	-100	-21.6279	-60.8103	31.9953	3
OO_Info_choice_param	4	8	5.3333	1.8856	3
RESULT	-250788.12	-27639.7914	-161567.4861	96429.0243	3
int_param	-100	10	-52.6667	46.1976	3
float_param	-100	-21.6279	-60.8103	31.9953	3
int_param_two	-100	-40	-63.3333	26.2467	3
choice_param	4	8	5.3333	1.8856	3