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_p…	OO_Info_choice…	int_param	float_param	choice_param	int_param_two	RESULT
9.0	-100.0	-100.0	4.0	9	-100.0	4	-100	-219799.7199999…

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: 275cefd3b2efb4c329fbd6ea7079bdc37bcf5855 (9800-4-g275cefd3b)

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,-168701.140345310501288622617721557617,-31,-75.1649676263332366943359375,4,-91
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-6520.323953125400294084101915359497,-2,9.188125512988092324917488440406,2,-19
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-94506.272776695594075135886669158936,-53,-33.2859671115875244140625,hallo,-63
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-143815.191937531606527045369148254395,-55,-98.180943946802287314312707167119,2,-5
4,1786714392,9,be1ed7a3-7437-41bb-a8e4-348c53c292f0,1786714401,1786714407,6,./.tests/optimization_example --int_param='-45' --float_param='-97.78684073786298824871' --choice_param='4'  --int_param_two='-57' --nr_results=1,0,,norman-20fms48v00,-45,-57,-97.786840737862974037852836772799,4,4_0,COMPLETED,BOTORCH_MODULAR,-168803.466288708092179149389266967773,-45,-97.786840737862988248707551974803,4,-57
5,1786714441,8,be1ed7a3-7437-41bb-a8e4-348c53c292f0,1786714449,1786714455,6,./.tests/optimization_example --int_param='9' --float_param='-100' --choice_param='4'  --int_param_two='-100' --nr_results=1,0,,norman-20fms48v00,9,-100,-100,4,5_0,COMPLETED,BOTORCH_MODULAR,-219799.719999999972060322761535644531,9,-100,4,-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 │   1.137 │    1 │        1.137 │
│       2 │   0.497 │    1 │        0.497 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.817 │      │              │
│  Median │   0.817 │      │              │
│   Total │   1.635 │      │              │
│     Max │   1.137 │      │              │
│     Min │   0.497 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  10.825 │    1 │       10.825 │
│         2 │  27.006 │    1 │       27.006 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  18.916 │      │              │
│    Median │  18.916 │      │              │
│     Total │  37.832 │      │              │
│       Max │  27.006 │      │              │
│       Min │  10.825 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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/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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['/home/norman/repos/OmniOpt/runs/adding_old_jobs_to_new_jobs/0',
	'/home/norman/repos/OmniOpt/runs/adding_old_jobs_to_new_jobs/1']
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	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
1786714375,869.8984375,87.1
1786714441,900.03515625,88.2

`RESULT` (goal: minimize)

Best value: -219799.72
Achieved at:
- float_param = -100 (r=0.933, strong positive correlation)
- int_param_two = -100 (r=0.636, moderate positive correlation)
- int_param = 9 (r=0.011, weak 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	-45	9	-18	27	2
OO_Info_int_param_two	-100	-57	-78.5	21.5	2
OO_Info_float_param	-100	-97.7868	-98.8934	1.1066	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-219799.72	-6520.324	-133691.0192	67925.9767	6
int_param	-55	9	-29.5	24.7773	6
float_param	-100	9.1881	-65.8718	40.844	6
choice_param	No numerical statistics available
int_param_two	-100	-5	-55.8333	34.5949	6