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
10.0	-82.0	-1000.0	hallo	10	-1000.0	-82	hallo	-10175826.92

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 20:12:36 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█▇, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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,-101172.375980602999334223568439483643,-64,-50.283502042293548583984375,-43,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-105596.076600707994657568633556365967,-7,-95.993047582845036913568037562072,-8,hallo
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-180729.320000000006984919309616088867,10,-100,-79,hallo
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-172838.537753698998130857944488525391,10,-74.307009623172220358355843927711,-100,hallo
4,1784578335,2,499d3742-95e6-4eb6-9496-c845ba203d1c,1784578337,1784578343,6,./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='hallo' --int_param_two='-82' --nr_results=1,0,,runnervm3jd5f,10,-82,-1000,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-10175826.91999999992549419403076171875,10,-1000,-82,hallo
5,1784578346,1,499d3742-95e6-4eb6-9496-c845ba203d1c,1784578347,1784578353,6,./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='2' --int_param_two='-43' --nr_results=1,0,,runnervm3jd5f,10,-43,-1000,2,5_0,COMPLETED,BOTORCH_MODULAR,-10123351.72000000067055225372314453125,10,-1000,-43,2


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 20:12:06] 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: 319122ba-5e98-437d-8a83-8215c72ae2bf
/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 - Precision tuning, no shortcuts. |
  ==========================================
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                                                      /- _  `-/  '
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                                                     O O   ) /    |
                                                     `-^--'`<     '
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                                                     `.___/`    /
                                                       `-----' /
                                          <----.     __ / __   \
                                          <----|====O)))==) \) /====
                                          <----'    `--' `.__,' \
                                                       |        |
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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=803 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       ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 10.0             │ -82.0            │ -1000.0           │ hallo            │ 10        │ -1000.0     │ -82           │ hallo        │ -10175826.92 │
└──────────────────┴──────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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: 38s                                                                                                                               │
│    🏆 Best RESULT: -10175826.92                                                                                                                    │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:12:09 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 20:12:15 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 20:12:15 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, requested 1 jobs, got 1, 6.39 s/job
2026-07-20 20:12:15 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 20:12:15 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, starting new job                   
2026-07-20 20:12:16 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, started new job                    
2026-07-20 20:12:24 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, new result: RESULT: -10175826.920000
2026-07-20 20:12:25 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, finishing jobs, finished 1 job
2026-07-20 20:12:26 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, getting new HP set (no sbatch)
2026-07-20 20:12:26 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, requested 1 jobs, got 1, 0.76 s/job
2026-07-20 20:12:26 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, eval #1/1 start                    
2026-07-20 20:12:26 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, starting new job                   
2026-07-20 20:12:26 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, started new job                    
2026-07-20 20:12:34 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█, new result: RESULT: -10123351.720000
2026-07-20 20:12:36 (499d3742-95e6-4eb6-9496-c845ba203d1c): BOTORCH_MODULAR, best RESULT: -10175826.92, ▁▁▁▁█▇, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.163 │    1 │        0.163 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.111 │      │              │
│  Median │   0.111 │      │              │
│   Total │   0.222 │      │              │
│     Max │   0.163 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   6.391 │    1 │        6.391 │
│         2 │   0.758 │    1 │        0.758 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.574 │      │              │
│    Median │   3.574 │      │              │
│     Total │   7.149 │      │              │
│       Max │   6.391 │      │              │
│       Min │   0.758 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784578327,889.94140625,27.3

`RESULT` (goal: minimize)

Best value: -10175826.92
Achieved at:
- float_param = -1000 (r=0.999, strong positive correlation)
- int_param = 10 (r=-0.401, moderate negative correlation)
- int_param_two = -82 (r=0.083, 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	10	10	10	0	2
OO_Info_int_param_two	-82	-43	-62.5	19.5	2
OO_Info_float_param	-1000	-1000	-1000	0	2
OO_Info_choice_param	No numerical statistics available
RESULT	-10175826.92	-101172.376	-3476585.8251	4718646.2075	6
int_param	-64	10	-5.1667	27.0334	6
float_param	-1000	-50.2835	-386.7639	433.9252	6
int_param_two	-100	-8	-59.1667	30.8837	6
choice_param	No numerical statistics available

submitit INFO (2026-07-20 20:12:16,170) - Starting with JobEnvironment(job_id=69662, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:12:16,170) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/69662/69662_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 10, "float_param": -1000.0, "int_param_two": -82, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='hallo' --int_param_two='-82' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1784577771.706673
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1784578252.2561357
Last modification: 1784577771.706673
Hostname: runnervm3jd5f
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='hallo' --int_param_two='-82' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -82
OO-Info: float_param: -1000
OO-Info: choice_param: hallo
RESULT: -10175826.92

stderr was empty
Result: {'RESULT': -10175826.92}
Final-results: {'RESULT': -10175826.92}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:12:23,222) - Job completed successfully
submitit INFO (2026-07-20 20:12:23,222) - Exiting after successful completion