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
2.0	-100.0	-1000.0	8.0	2	-1000.0	-100	8	-10209866.92

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

2026-07-20 19:03:50 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -10209866.92, ▁▁▁▁▆█, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,-108991.654008561003138311207294464111,-81,-16.90601289272308349609375,-50,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-9616.527326707600877853110432624817,8,-24.726095146701730698168830713257,-2,4
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-269878.470151312008965760469436645508,-100,-65.63819798898641977302759187296,-100,8
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-330230.919999999983701854944229125977,-100,-100,-100,8
4,1784574205,2,39590802-dc90-449b-bbc5-0283fc677e27,1784574207,1784574213,6,./.tests/optimization_example  --int_param='-100' --float_param='-871.77524273989104131033' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,-100,-100,-871.775242739891041310329455882311,8,4_0,COMPLETED,BOTORCH_MODULAR,-7907329.1828159503638744354248046875,-100,-871.775242739891041310329455882311,-100,8
5,1784574218,2,39590802-dc90-449b-bbc5-0283fc677e27,1784574220,1784574226,6,./.tests/optimization_example  --int_param='2' --float_param='-1000' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,runnervm3jd5f,2,-100,-1000,8,5_0,COMPLETED,BOTORCH_MODULAR,-10209866.91999999992549419403076171875,2,-1000,-100,8


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 19:03:19] 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: 8aeb93ef-7000-4e3a-b6c6-50006086d25f
/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 - Welcome to the Hyperparameter Games: M |
| ay the odds be ever in your favor!                |
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                                                      | | (____) | ||
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                                                        \        //_/
                                                         \______//
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                                                       (____(____)
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=758 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       ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 2.0              │ -100.0           │ -1000.0           │ 8.0              │ 2         │ -1000.0     │ -100          │ 8            │ -10209866.92 │
└──────────────────┴──────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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: 42s                                                                                                                               │
│    🏆 Best RESULT: -10209866.92                                                                                                                    │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 19:03:23 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 19:03:25 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 19:03:25 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, requested 1 jobs, got 1, 2.10 s/job
2026-07-20 19:03:25 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 19:03:25 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, starting new job                   
2026-07-20 19:03:26 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, started new job                    
2026-07-20 19:03:35 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, new result: RESULT: -7907329.182816
2026-07-20 19:03:37 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, finishing jobs, finished 1 job
2026-07-20 19:03:38 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, getting new HP set (no sbatch)
2026-07-20 19:03:38 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, requested 1 jobs, got 1, 1.28 s/job
2026-07-20 19:03:38 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, eval #1/1 start                    
2026-07-20 19:03:38 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, starting new job                   
2026-07-20 19:03:38 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, started new job                    
2026-07-20 19:03:47 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -7907329.18281595, ▁▁▁▁█, new result: RESULT: -10209866.920000
2026-07-20 19:03:50 (39590802-dc90-449b-bbc5-0283fc677e27): BOTORCH_MODULAR, best RESULT: -10209866.92, ▁▁▁▁▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.265 │    1 │        0.265 │
│       2 │   0.094 │    1 │        0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.180 │      │              │
│  Median │   0.180 │      │              │
│   Total │   0.359 │      │              │
│     Max │   0.265 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.098 │    1 │        2.098 │
│         2 │   1.277 │    1 │        1.277 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.687 │      │              │
│    Median │   1.687 │      │              │
│     Total │   3.374 │      │              │
│       Max │   2.098 │      │              │
│       Min │   1.277 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784574201,889.91796875,26.7

`RESULT` (goal: minimize)

Best value: -10209866.92
Achieved at:
- float_param = -1000 (r=0.997, strong positive correlation)
- int_param_two = -100 (r=0.48, moderate positive correlation)
- choice_param = 8 (r=-0.33, weak negative correlation)
- int_param = 2 (r=-0.268, 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	-100	2	-49	51	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-1000	-871.7752	-935.8876	64.1124	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-10209866.92	-9616.5273	-3139318.9457	4239283.6498	6
int_param	-100	8	-61.8333	47.7648	6
float_param	-1000	-16.906	-346.5076	419.2836	6
int_param_two	-100	-2	-75.3333	37.5352	6
choice_param	4	8	7.3333	1.4907	6

submitit INFO (2026-07-20 19:03:26,425) - Starting with JobEnvironment(job_id=69966, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 19:03:26,425) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/69966/69966_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -871.775242739891, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-871.77524273989104131033' --choice_param='8' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784573462.072331
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784574108.153935
Last modification: 1784573462.072331
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-871.77524273989104131033' --choice_param='8' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -871.77524273989104131033
OO-Info: choice_param: 8
RESULT: -7907329.18281595

stderr was empty
Result: {'RESULT': -7907329.18281595}
Final-results: {'RESULT': -7907329.18281595}
EXIT_CODE: 0
submitit INFO (2026-07-20 19:03:33,958) - Job completed successfully
submitit INFO (2026-07-20 19:03:33,959) - Exiting after successful completion