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
-60.0	-100.0	-0.08219645164…	8.0	-60	-0.08219645164…	8	-100	-152159.20720…

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: 2a166d75acff1c05e884e97bf37500d17ec6f368 (9768-28-g2a166d75a)

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,-143529.63432041750638745725154876709,-43,-45.00711381435394287109375,8,-93
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-74896.057737053793971426784992218018,-81,1.040988291835488688263922085753,hallo,6
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-137670.411192880914313718676567077637,-53,-93.75702060759067535400390625,8,-20
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-100725.290671703100088052451610565186,-63,8.26757818120864662603253236739,4,-69
4,1786654822,2,3b9a54b0-7f47-4d0a-9205-b3aff5a808c1,1786654824,1786654830,6,./.tests/optimization_example --int_param='10' --float_param='5.23642597045851143633' --choice_param='8'  --int_param_two='-16' --nr_results=1,0,,runnervmzvulz,10,-16,5.236425970458512324512412305921,8,4_0,COMPLETED,BOTORCH_MODULAR,-4828.678972395099663117434829473495,10,5.236425970458511436333992605796,8,-16
5,1786654837,2,3b9a54b0-7f47-4d0a-9205-b3aff5a808c1,1786654839,1786654845,6,./.tests/optimization_example --int_param='-60' --float_param='-0.08219645164248381985' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervmzvulz,-60,-100,-0.082196451642483805977157373945,8,5_0,COMPLETED,BOTORCH_MODULAR,-152159.207207730883965268731117248535,-60,-0.08219645164248381985494518176,8,-100


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.


⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.

Best RESULT could not be determined

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.130 │    1 │        0.130 │
│       2 │   0.056 │    1 │        0.056 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.093 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.187 │      │              │
│     Max │   0.130 │      │              │
│     Min │   0.056 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.829 │    1 │        4.829 │
│         2 │   3.872 │    1 │        3.872 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.350 │      │              │
│    Median │   4.350 │      │              │
│     Total │   8.701 │      │              │
│       Max │   4.829 │      │              │
│       Min │   3.872 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1786654815,899.05859375,28.7

`RESULT` (goal: minimize)

Best value: -152159.20720773
Achieved at:
- int_param_two = -100 (r=0.644, moderate positive correlation)
- int_param = -60 (r=0.606, moderate positive correlation)
- float_param = -0.082196451642484 (r=0.501, 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	2
OO_Info_int_param	-60	10	-25	35	2
OO_Info_int_param_two	-100	-16	-58	42	2
OO_Info_float_param	-0.0822	5.2364	2.5771	2.6593	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-152159.2072	-4828.679	-102301.5467	51138.7059	6
int_param	-81	10	-48.3333	28.4937	6
float_param	-93.757	8.2676	-20.7169	37.2777	6
choice_param	No numerical statistics available
int_param_two	-100	6	-48.6667	40.6024	6