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
-100.0	-69.0	-78.4137293714…	16.0	-100	-78.4137293714…	16	-69	-235610.62247…

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

2026-07-20 11:24:17 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█▇, finishing jobs, finished 1 job

Git-Version

Commit: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (9399-6-gb9f1e470f)

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,-148537.672082311008125543594360351562,-85,-31.05211794376373291015625,1,-69
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-101880.260172524998779408633708953857,1,-95.655124148016014373752113897353,2,2
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-23034.009737445201608352363109588623,-4,-28.57542216777801513671875,1,-28
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-207800.575169245013967156410217285156,-98,-93.228537182045528197704697959125,16,-14
4,1784546628,2,f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa,1784546630,1784546636,6,./.tests/optimization_example --int_param='-100' --float_param='-78.41372937147474431185' --choice_param='16'  --int_param_two='-69' --nr_results=1,0,,runnervm3jd5f,-100,-69,-78.413729371474730100999295245856,16,4_0,COMPLETED,BOTORCH_MODULAR,-235610.622476576012559235095977783203,-100,-78.41372937147474431185401044786,16,-69
5,1784546645,2,f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa,1784546647,1784546653,6,./.tests/optimization_example --int_param='-100' --float_param='-13.40614327845546505102' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-100,-100,-13.406143278455463274667636142112,16,5_0,COMPLETED,BOTORCH_MODULAR,-224575.18110387001070193946361541748,-100,-13.406143278455465051024475542363,16,-100


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

Current git-hash: b9f1e470f24bdacf974e4cf9defd5b88ea683b32 (last fully tested stable version 6 commits ago [1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca, 9399])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 11:23:35] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: e646e0e3-1310-44dc-bbeb-87927f554de8
/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.")
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing like Schrödinger’s cat—unti |
| l you look, it's both perfect and terrible.       |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
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=323 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_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ choice_param ┃ int_param_two ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -100.0          │ -69.0           │ -78.4137293714… │ 16.0           │ -100      │ -78.4137293714… │ 16           │ -69           │ -235610.62247… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴──────────────┴───────────────┴────────────────┘
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: 53s                                                                                                                               │
│    🏆 Best RESULT: -235610.622476576                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 11:23:40 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): SOBOL, best RESULT: -207800.575169245, ▅▃▁█, Started OmniOpt2 run...
2026-07-20 11:23:48 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, getting new HP set (no sbatch)
2026-07-20 11:23:48 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, requested 1 jobs, got 1, 8.14 s/job
2026-07-20 11:23:48 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, eval #1/1 start                    
2026-07-20 11:23:48 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, starting new job                   
2026-07-20 11:23:48 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, started new job                    
2026-07-20 11:23:57 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -207800.575169245, ▅▃▁█, new result: RESULT: -235610.622477 
2026-07-20 11:24:00 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, finishing jobs, finished 1 job    
2026-07-20 11:24:05 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, getting new HP set (no sbatch)    
2026-07-20 11:24:05 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, requested 1 jobs, got 1, 5.01 s/job
2026-07-20 11:24:05 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, eval #1/1 start                    
2026-07-20 11:24:05 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, starting new job                   
2026-07-20 11:24:05 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, started new job                    
2026-07-20 11:24:14 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█, new result: RESULT: -224575.181104 
2026-07-20 11:24:17 (f3cc2110-e9f8-40ee-a3ae-1eb61c6d32fa): BOTORCH_MODULAR, best RESULT: -235610.622476576, ▅▃▁▇█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.299 │    1 │        0.299 │
│       2 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.200 │      │              │
│  Median │   0.200 │      │              │
│   Total │   0.399 │      │              │
│     Max │   0.299 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   8.144 │    1 │        8.144 │
│         2 │   5.014 │    1 │        5.014 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   6.579 │      │              │
│    Median │   6.579 │      │              │
│     Total │  13.157 │      │              │
│       Max │   8.144 │      │              │
│       Min │   5.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
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	['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
1784546616,886.7890625,26.8

`RESULT` (goal: minimize)

Best value: -235610.62247658
Achieved at:
- int_param = -100 (r=0.907, strong positive correlation)
- choice_param = 16 (r=-0.871, strong negative correlation)
- int_param_two = -69 (r=0.537, moderate positive correlation)
- float_param = -78.413729371475 (r=0.164, 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	-69	-84.5	15.5	2
OO_Info_float_param	-78.4137	-13.4061	-45.9099	32.5038	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-235610.6225	-23034.0097	-156906.3868	75700.467	6
int_param	-100	1	-64.3333	44.7462	6
float_param	-95.6551	-13.4061	-56.7218	33.2828	6
choice_param	1	16	8.6667	7.3409	6
int_param_two	-100	2	-46.3333	35.6495	6

submitit INFO (2026-07-20 11:23:48,934) - Starting with JobEnvironment(job_id=79675, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 11:23:48,934) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/79675/79675_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -78.41372937147474, "int_param_two": -69, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-78.41372937147474431185' --choice_param='16'  --int_param_two='-69' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784545500.662404
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784546143.6552336
Last modification: 1784545500.662404
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-78.41372937147474431185' --choice_param='16'  --int_param_two='-69' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -69
OO-Info: float_param: -78.41372937147474431185
OO-Info: choice_param: 16
RESULT: -235610.622476576

stderr was empty
Result: {'RESULT': -235610.622476576}
Final-results: {'RESULT': -235610.622476576}
EXIT_CODE: 0
submitit INFO (2026-07-20 11:23:56,484) - Job completed successfully
submitit INFO (2026-07-20 11:23:56,484) - Exiting after successful completion