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: ad0f471c5d8a70c3229d4ecc7250fbc28a86eee0 (9800-9-gad0f471c5)

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,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-164152.685361209907568991184234619141,-49,-66.301448345184326171875,-87,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,EXTERNAL_GENERATOR,-168811.224175599287264049053192138672,-40,-63.753402952580714213581813964993,-96,4
2,1786733837,4,aef845f1-1389-4a75-8fb5-35b0d87c9263,1786733841,1786733847,6,./.tests/optimization_example  --int_param='-1' --float_param='-46.62879863146733327994' --choice_param='1' --int_param_two='-9' --nr_results=1,0,,norman-20fms48v00,-1,-9,-46.62879863146732617451561964117,1,2_0,COMPLETED,EXTERNAL_GENERATOR,-29235.448481285999150713905692100525,-1,-46.628798631467333279942977242172,-9,1
3,1786733855,4,aef845f1-1389-4a75-8fb5-35b0d87c9263,1786733859,1786733865,6,./.tests/optimization_example  --int_param='-30' --float_param='-14.46727104058362911587' --choice_param='hallo' --int_param_two='-38' --nr_results=1,0,,norman-20fms48v00,-30,-38,-14.467271040583627339515260246117,hallo,3_0,COMPLETED,EXTERNAL_GENERATOR,-34721.866417675497359596192836761475,-30,-14.467271040583629115872099646367,-38,hallo
4,1786733873,5,aef845f1-1389-4a75-8fb5-35b0d87c9263,1786733878,1786733884,6,./.tests/optimization_example  --int_param='-88' --float_param='-25.79274712384849621571' --choice_param='16' --int_param_two='-33' --nr_results=1,0,,norman-20fms48v00,-88,-33,-25.792747123848496215714476420544,16,4_0,COMPLETED,EXTERNAL_GENERATOR,-111798.852754332809126935899257659912,-88,-25.792747123848496215714476420544,-33,16

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.246 │    1 │        0.246 │
│       2 │   0.171 │    1 │        0.171 │
│       3 │   0.157 │    1 │        0.157 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.191 │      │              │
│  Median │   0.171 │      │              │
│   Total │   0.574 │      │              │
│     Max │   0.246 │      │              │
│     Min │   0.157 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.142 │    1 │        3.142 │
│         2 │   3.612 │    1 │        3.612 │
│         3 │   3.719 │    1 │        3.719 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.491 │      │              │
│    Median │   3.612 │      │              │
│     Total │  10.472 │      │              │
│       Max │   3.719 │      │              │
│       Min │   3.142 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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__
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__/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
1786733832,877.60546875,81.7

`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