OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_par…	OO_Info_int_par…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	int_param_two	choice_param	RESULT
-86.0	-10.0	-1000.0	4.0	-86	-1000.0	-10	4	-10185611.72

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-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

2026-07-26 06:13:28 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -10185611.72, ▁▁▁▁▇█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-29592.151237018399115186184644699097,-34,-27.9448497295379638671875,-13,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-195242.906484400009503588080406188965,-16,-89.65198702848216782967938343063,-96,4
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-308195.719999999972060322761535644531,-89,-100,-100,4
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-250647.720000000001164153218269348145,-100,-100,-50,4
4,1785046384,2,d244ae85-5e57-4547-a501-8407e1418768,1785046386,1785046392,6,./.tests/optimization_example  --int_param='-99' --float_param='-974.89580302854346882668' --choice_param='4' --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,-99,-100,-974.89580302854335513984551653266,4,4_0,COMPLETED,BOTORCH_MODULAR,-9819723.5679295398294925689697265625,-99,-974.895803028543468826683238148689,-100,4
5,1785046397,2,d244ae85-5e57-4547-a501-8407e1418768,1785046399,1785046405,6,./.tests/optimization_example  --int_param='-86' --float_param='-1000' --choice_param='4' --int_param_two='-10' --nr_results=1,0,,runnervmvrwv9,-86,-10,-1000,4,5_0,COMPLETED,BOTORCH_MODULAR,-10185611.72000000067055225372314453125,-86,-1000,-10,4


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 06:12:53] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: d7863249-48e1-47bf-9170-2d3ce178a532
/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 - Dialing in hyperparameters like a clas |
| sic noir detective.                               |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=270 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 steps.
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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -1000       │ 1000        │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
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_par… ┃ OO_Info_int_par… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT       ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ -86.0            │ -10.0            │ -1000.0           │ 4.0              │ -86       │ -1000.0     │ -10           │ 4            │ -10185611.72 │
└──────────────────┴──────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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 / 6 submitted                                                                                        │
│    ⏱️  Duration: 46s                                                                                                                               │
│    🏆 Best RESULT: -10185611.72                                                                                                                    │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 06:12:57 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-26 06:13:04 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-26 06:13:04 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, requested 1 jobs, got 1, 7.20 s/job
2026-07-26 06:13:04 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-26 06:13:04 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, starting new job                   
2026-07-26 06:13:04 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, started new job                    
2026-07-26 06:13:13 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, new result: RESULT: -9819723.567930
2026-07-26 06:13:15 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, finishing jobs, finished 1 job
2026-07-26 06:13:17 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, getting new HP set (no sbatch)
2026-07-26 06:13:17 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, requested 1 jobs, got 1, 1.72 s/job
2026-07-26 06:13:17 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, eval #1/1 start                    
2026-07-26 06:13:17 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, starting new job                   
2026-07-26 06:13:17 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, started new job                    
2026-07-26 06:13:26 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -9819723.56792954, ▁▁▁▁█, new result: RESULT: -10185611.720000
2026-07-26 06:13:28 (d244ae85-5e57-4547-a501-8407e1418768): BOTORCH_MODULAR, best RESULT: -10185611.72, ▁▁▁▁▇█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.262 │    1 │        0.262 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.179 │      │              │
│  Median │   0.179 │      │              │
│   Total │   0.358 │      │              │
│     Max │   0.262 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   7.203 │    1 │        7.203 │
│         2 │   1.716 │    1 │        1.716 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   4.459 │      │              │
│    Median │   4.459 │      │              │
│     Total │   8.919 │      │              │
│       Max │   7.203 │      │              │
│       Min │   1.716 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
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	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
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	10
slurm_use_srun	False
time
partition
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	False
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
1785046375,890.78515625,26.6

`RESULT` (goal: minimize)

Best value: -10185611.72
Achieved at:
- float_param = -1000 (r=0.999, strong positive correlation)
- int_param = -86 (r=0.475, moderate positive correlation)
- choice_param = 4 (r=0.332, weak positive correlation)
- int_param_two = -10 (r=-0.121, weak negative 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	-99	-86	-92.5	6.5	2
OO_Info_int_param_two	-100	-10	-55	45	2
OO_Info_float_param	-1000	-974.8958	-987.4479	12.5521	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-10185611.72	-29592.1512	-3464835.6309	4624931.4542	6
int_param	-100	-16	-70.6667	33.0841	6
float_param	-1000	-27.9448	-382.0821	428.82	6
int_param_two	-100	-10	-61.5	39.352	6
choice_param	4	8	4.6667	1.4907	6

submitit INFO (2026-07-26 06:13:04,958) - Starting with JobEnvironment(job_id=69880, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 06:13:04,958) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/69880/69880_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -99, "float_param": -974.8958030285435, "int_param_two": -100, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-99' --float_param='-974.89580302854346882668' --choice_param='4' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046281.8339853
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-99' --float_param='-974.89580302854346882668' --choice_param='4' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -99
OO-Info: int_param_two: -100
OO-Info: float_param: -974.89580302854346882668
OO-Info: choice_param: 4
RESULT: -9819723.56792954

stderr was empty
Result: {'RESULT': -9819723.56792954}
Final-results: {'RESULT': -9819723.56792954}
EXIT_CODE: 0
submitit INFO (2026-07-26 06:13:12,484) - Job completed successfully
submitit INFO (2026-07-26 06:13:12,484) - Exiting after successful completion