OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	TPE
Max. nr. evaluations	5
Max. nr. evaluations (from arguments)	3
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	2
Seed	1234

Best RESULT, min (total: 3 + inserted jobs: 2)

OO_Info_int_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
nan	nan	nan	nan	-40	-63.7534029525…	-96	4	-168811.22417…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	4	4

Experiment parameters

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

Number of evaluations

Failed	Succeeded	Running	Total
0	5	0	5

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: efe6638a94365784ea0ffbae7f6e8ea4a1e8399d (9800-3-gefe6638a9)

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.484 │    1 │        0.484 │
│       2 │   0.308 │    1 │        0.308 │
│       3 │   0.252 │    1 │        0.252 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.348 │      │              │
│  Median │   0.308 │      │              │
│   Total │   1.045 │      │              │
│     Max │   0.484 │      │              │
│     Min │   0.252 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   5.978 │    1 │        5.978 │
│         2 │   6.015 │    1 │        6.015 │
│         3 │   6.238 │    1 │        6.238 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.077 │      │              │
│    Median │   6.015 │      │              │
│     Total │  18.231 │      │              │
│       Max │   6.238 │      │              │
│       Min │   5.978 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	3
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	__main__tests__TPE_CONTINUE_TEST3__
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	runs/__main__tests__TPE_CONTINUE_TEST3__/0
experiment_constraints	None
run_dir	runs
seed	1234
verbose_tqdm	False
model	TPE
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/norman
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	True
load_data_from_existing_jobs	[]
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	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	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
1786707076,877.55078125,98
1786707140,881.25390625,95.9

`RESULT` (goal: minimize)

Best value: -168811.2241756
Achieved at:
- int_param_two = -96 (r=0.893, strong positive correlation)
- float_param = -63.753402952581 (r=0.699, moderate positive correlation)
- int_param = -40 (r=0.532, moderate 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	3
OO_Info_int_param	-88	-1	-39.6667	36.1694	3
OO_Info_int_param_two	-38	-9	-26.6667	12.6579	3
OO_Info_float_param	-46.6288	-14.4673	-28.9629	13.3199	3
OO_Info_choice_param	No numerical statistics available
RESULT	-168811.2242	-29235.4485	-101744.0154	60404.3261	5
int_param	-88	-1	-41.6	28.2602	5
float_param	-66.3014	-14.4673	-43.3887	20.4757	5
int_param_two	-96	-9	-52.6	33.3623	5
choice_param	No numerical statistics available