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_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-9.0	-61.0	-189.860030219534	4.0	-9	-189.86003021953397	-61	4	-424821.233771577

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

2026-05-10 09:07:35 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -424821.233771577, ▁▃▁▁▅█, finishing jobs, finished 1 job

Git-Version

Commit: 10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e (9319-5-g10e58f176)

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,-70842.745970483199926093220710754395,-75,-15.87732255458831787109375,-4,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-172867.463705323985777795314788818359,1,-96.373045581813329363285447470844,-79,4
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-120623.599137138997321017086505889893,10,-28.144953065496196131789474748075,-100,4
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-119818.919999999998253770172595977783,4,-100,-26,4
4,1778404033,2,fca16aba-d6d5-473c-950d-7a321e9c21ca,1778404035,1778404041,6,./.tests/optimization_example  --int_param='-5' --float_param='-153.98500758795611886853' --choice_param='4' --int_param_two='-67' --nr_results=1,0,,runnervmeorf1,-5,-67,-153.985007587956118868532939814031,4,4_0,COMPLETED,BOTORCH_MODULAR,-305126.446377424988895654678344726562,-5,-153.985007587956118868532939814031,-67,4
5,1778404044,2,fca16aba-d6d5-473c-950d-7a321e9c21ca,1778404046,1778404052,6,./.tests/optimization_example  --int_param='-9' --float_param='-189.86003021953396796562' --choice_param='4' --int_param_two='-61' --nr_results=1,0,,runnervmeorf1,-9,-61,-189.860030219533996387326624244452,4,5_0,COMPLETED,BOTORCH_MODULAR,-424821.233771577011793851852416992188,-9,-189.860030219533967965617193840444,-61,4


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

Current git-hash: 10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e (last fully tested stable version 5 commits ago [01b08d618b49d942e55420979b7925f87f54957e, 9319])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 09:07:09] ax.storage.sqa_store.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 39e1ec27-19a0-4984-9c33-07d4150128de
/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 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                         \
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                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O 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=574 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_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param         ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -9.0              │ -61.0                 │ -189.860030219534   │ 4.0                  │ -9        │ -189.86003021953397 │ -61           │ 4            │ -424821.233771577 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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: 33s                                                                                                                                                                                 │
│    🏆 Best RESULT: -424821.233771577                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                                                    │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 09:07:13 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-10 09:07:13 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-10 09:07:13 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.54 s/job
2026-05-10 09:07:13 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-10 09:07:13 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, starting new job                   
2026-05-10 09:07:14 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, started new job                    
2026-05-10 09:07:22 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, new result: RESULT: -305126.446377 
2026-05-10 09:07:23 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, finishing jobs, finished 1 job
2026-05-10 09:07:24 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, getting new HP set (no sbatch)
2026-05-10 09:07:24 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, requested 1 jobs, got 1, 0.63 s/job
2026-05-10 09:07:24 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, eval #1/1 start                    
2026-05-10 09:07:24 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, starting new job                   
2026-05-10 09:07:24 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, started new job                    
2026-05-10 09:07:32 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -305126.446377425, ▁▄▂▂█, new result: RESULT: -424821.233772 
2026-05-10 09:07:35 (fca16aba-d6d5-473c-950d-7a321e9c21ca): BOTORCH_MODULAR, best RESULT: -424821.233771577, ▁▃▁▁▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.195 │    1 │        0.195 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.131 │      │              │
│  Median │   0.131 │      │              │
│   Total │   0.262 │      │              │
│     Max │   0.195 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.535 │    1 │        0.535 │
│         2 │   0.634 │    1 │        0.634 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.584 │      │              │
│    Median │   0.584 │      │              │
│     Total │   1.169 │      │              │
│       Max │   0.634 │      │              │
│       Min │   0.535 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778404030,772.671875,27.3

`RESULT` (goal: minimize)

Best value: -424821.23377158
Achieved at:
- int_param = -9
- float_param = -189.86003021953
- int_param_two = -61
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-9	-5	-7	2	2
OO_Info_int_param_two	-67	-61	-64	3	2
OO_Info_float_param	-189.86	-153.985	-171.9225	17.9375	2
OO_Info_choice_param	4	4	4	0	2
RESULT	-424821.2338	-70842.746	-202350.0682	123632.7959	6
int_param	-75	10	-12.3333	28.6802	6
float_param	-189.86	-15.8773	-97.3734	62.1835	6
int_param_two	-100	-4	-56.1667	32.1839	6
choice_param	4	16	6	4.4721	6

submitit INFO (2026-05-10 09:07:14,241) - Starting with JobEnvironment(job_id=67594, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 09:07:14,242) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/67594/67594_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -5, "float_param": -153.98500758795612, "int_param_two": -67, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-5' --float_param='-153.98500758795611886853' --choice_param='4' --int_param_two='-67' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778403378.549055
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778403949.4849937
Last modification: 1778403378.549055
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-5' --float_param='-153.98500758795611886853' --choice_param='4' --int_param_two='-67' --nr_results=1
stdout:
 OO-Info: int_param: -5
OO-Info: int_param_two: -67
OO-Info: float_param: -153.98500758795611886853
OO-Info: choice_param: 4
RESULT: -305126.446377425

stderr was empty
Result: {'RESULT': -305126.446377425}
Final-results: {'RESULT': -305126.446377425}
EXIT_CODE: 0
submitit INFO (2026-05-10 09:07:21,412) - Job completed successfully
submitit INFO (2026-05-10 09:07:21,413) - Exiting after successful completion