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_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	choice_param	int_param_two	RESULT
nan	nan	nan	nan	-94	-77.17350517988538	8	-93	-261119.369535487

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

Last progressbar status

2026-07-15 18:36:50 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆▆, finishing jobs, finished 1 job

Git-Version

Commit: 56cf026e62b57d197cb4aab19bfc391124cf01d3 (9346-20-g56cf026e6)

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,-19440.481633273800980532541871070862,-12,-27.0230567455291748046875,4,-20
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-261119.369535486999666318297386169434,-94,-77.173505179885381721760495565832,8,-93
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-132987.702932259999215602874755859375,-71,-8.0552017688751220703125,2,-81
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-58489.806201838902779854834079742432,-28,-63.592190664709669079002196667716,4,9
4,1784140586,2,43e1e150-16d4-4bca-b707-0a96b17fa494,1784140588,1784140594,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-11' --nr_results=1,0,,runnervm5mmn9,-100,-11,-100,8,4_0,COMPLETED,BOTORCH_MODULAR,-223502.119999999995343387126922607422,-100,-100,8,-11
5,1784140598,2,43e1e150-16d4-4bca-b707-0a96b17fa494,1784140600,1784140606,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervm5mmn9,-100,-100,10,8,5_0,COMPLETED,BOTORCH_MODULAR,-220230.92000000001280568540096282959,-100,10,8,-100


========================================================================

Current git-hash: 56cf026e62b57d197cb4aab19bfc391124cf01d3 (last fully tested stable version 20 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-15 18:36:16] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 794b757c-edcd-447e-a1c9-8c6e76f3e70c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=53 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)'  --int_param_two='%(int_param_two)' --nr_results=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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2 + inserted jobs: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ choice_param ┃ int_param_two ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ -94       │ -77.17350517988538 │ 8            │ -93           │ -261119.369535487 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 6 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 45s                                                                                                                                                                                 │
│    🏆 Best RESULT: -261119.369535487                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                                                                      │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-15 18:36:20 (43e1e150-16d4-4bca-b707-0a96b17fa494): SOBOL, best RESULT: -261119.369535487, ▁█▄▂, Started OmniOpt2 run...
2026-07-15 18:36:26 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, getting new HP set (no sbatch)
2026-07-15 18:36:26 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, requested 1 jobs, got 1, 5.53 s/job
2026-07-15 18:36:26 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, eval #1/1 start                    
2026-07-15 18:36:26 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, starting new job                   
2026-07-15 18:36:26 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, started new job                    
2026-07-15 18:36:35 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂, new result: RESULT: -223502.120000 
2026-07-15 18:36:37 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, finishing jobs, finished 1 job    
2026-07-15 18:36:38 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, getting new HP set (no sbatch)    
2026-07-15 18:36:38 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, requested 1 jobs, got 1, 1.25 s/job
2026-07-15 18:36:38 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, eval #1/1 start                    
2026-07-15 18:36:38 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, starting new job                   
2026-07-15 18:36:38 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, started new job                    
2026-07-15 18:36:48 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆, new result: RESULT: -220230.920000 
2026-07-15 18:36:50 (43e1e150-16d4-4bca-b707-0a96b17fa494): BOTORCH_MODULAR, best RESULT: -261119.369535487, ▁█▄▂▆▆, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.295 │    1 │        0.295 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.192 │      │              │
│  Median │   0.192 │      │              │
│   Total │   0.384 │      │              │
│     Max │   0.295 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   5.528 │    1 │        5.528 │
│         2 │   1.251 │    1 │        1.251 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.390 │      │              │
│    Median │   3.390 │      │              │
│     Total │   6.780 │      │              │
│       Max │   5.528 │      │              │
│       Min │   1.251 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
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	['runs/adding_old_jobs_to_new_jobs//0', '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
disable_notifications	False
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
1784140577,777.1953125,26.8

`RESULT` (goal: minimize)

Best value: -261119.36953549
Achieved at:
- int_param = -94 (r=0.969, strong positive correlation)
- choice_param = 8 (r=-0.786, strong negative correlation)
- int_param_two = -93 (r=0.611, moderate positive correlation)
- float_param = -77.173505179885 (r=0.24, 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	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-11	-55.5	44.5	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-261119.3695	-19440.4816	-152628.4001	89768.5253	6
int_param	-100	-12	-67.5	35.2787	6
float_param	-100	10	-44.3073	38.9787	6
choice_param	2	8	5.6667	2.4267	6
int_param_two	-100	9	-49.3333	43.2229	6

submitit INFO (2026-07-15 18:36:26,623) - Starting with JobEnvironment(job_id=79921, hostname=runnervm5mmn9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-15 18:36:26,623) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/79921/79921_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -11, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-11' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784139432.423006
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784140097.3121326
Last modification: 1784139432.423006
Hostname: runnervm5mmn9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-11' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -11
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT: -223502.12

stderr was empty
Result: {'RESULT': -223502.12}
Final-results: {'RESULT': -223502.12}
EXIT_CODE: 0
submitit INFO (2026-07-15 18:36:34,315) - Job completed successfully
submitit INFO (2026-07-15 18:36:34,315) - Exiting after successful completion