OmniOpt2

Experiment overview

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

Best RESULT, min (total: 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
7	-95	-71.1156713962…	1	7	-71.1156713962…	-95	1	-157291.27432…

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1

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	1	0	1

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
0,1786726877,5,94542171-7d3e-4726-b0c5-d9963c3122e5,1786726882,1786726888,6,./.tests/optimization_example  --int_param='-46' --float_param='-15.03815472126007080078' --choice_param='4' --int_param_two='-67' --nr_results=1,0,,norman-20fms48v00,-46,-67,-15.03815472126007080078125,4,0_0,COMPLETED,SOBOL,-81471.396446331578772515058517456055,-46,-15.03815472126007080078125,-67,4

Has 2 results. TPE currently only supports single-objective-optimization.

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.580 │    1 │        1.580 │
│       2 │   0.374 │    1 │        0.374 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.977 │      │              │
│  Median │   0.977 │      │              │
│   Total │   1.953 │      │              │
│     Max │   1.580 │      │              │
│     Min │   0.374 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.255 │    1 │        0.255 │
│         2 │  10.550 │    1 │       10.550 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.403 │      │              │
│    Median │   5.403 │      │              │
│     Total │  10.806 │      │              │
│       Max │  10.550 │      │              │
│       Min │   0.255 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09Jy…
experiment_name	TPE
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	TPE
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/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	False
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
1786726875,873.46875,92.8
1786726939,884.48046875,95.5
1786727003,885.28515625,90.1
1786727068,886.046875,88.1
1786727133,886.75,88.7
1786727197,887.3359375,67.9
1786727261,887.34375,79
1786727325,887.35546875,65.7
1786727389,887.4140625,67
1786727453,887.62109375,71.6
1786727518,888.33203125,68.8
1786727582,889.01953125,75.5
1786727647,889.6640625,66.9
1786727711,890.265625,82.3
1786727775,890.91796875,76.4
1786727838,891.48046875,78.1
1786727903,892.07421875,76.9
1786727967,892.65625,68
1786728032,893.2421875,80.8

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	Count
run_time	6	6	6	1
OO_Info_int_param	-46	-46	-46	1
OO_Info_int_param_two	-67	-67	-67	1
OO_Info_float_param	-15.0382	-15.0382	-15.0382	1
OO_Info_choice_param	4	4	4	1
RESULT	-81471.3964	-81471.3964	-81471.3964	1
int_param	-46	-46	-46	1
float_param	-15.0382	-15.0382	-15.0382	1
int_param_two	-67	-67	-67	1
choice_param	4	4	4	1