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
-100.0	-4.0	1000.0	2.0	-100	1000.0	-4	2	-10011762.92

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

2026-05-10 09:54:20 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -10011762.92, ▁▁▁▁▅█, finishing jobs, finished 1 job

Git-Version

Commit: 35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c (9325-2-g35c250215)

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,-48788.089716960399528034031391143799,10,-56.427005231380462646484375,-28,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-161171.02408229399588890373706817627,-94,-15.40711660743260402739451819798,-72,2
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-295903.638609161018393933773040771484,-100,-82.17082000828109755730110919103,-100,2
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-255826.119999999995343387126922607422,-55,-100,-100,2
4,1778406838,2,bc99a756-ca49-4155-8e0a-68f213d52939,1778406840,1778406846,6,./.tests/optimization_example  --int_param='-100' --float_param='812.42839020786936998775' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,runnervmrc6n4,-100,-100,812.428390207869256300909910351038,2,4_0,COMPLETED,BOTORCH_MODULAR,-6739322.173136710189282894134521484375,-100,812.428390207869369987747631967068,-100,2
5,1778406849,2,bc99a756-ca49-4155-8e0a-68f213d52939,1778406851,1778406857,6,./.tests/optimization_example  --int_param='-100' --float_param='1000' --choice_param='2' --int_param_two='-4' --nr_results=1,0,,runnervmrc6n4,-100,-4,1000,2,5_0,COMPLETED,BOTORCH_MODULAR,-10011762.91999999992549419403076171875,-100,1000,-4,2


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

Current git-hash: 35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c (last fully tested stable version 2 commits ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 09:53:54] ax.service.utils.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: c0ea34fe-d86b-4613-8689-79205f72a8ec
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _______________________________________________
| OmniOpt2 - In pursuit of the ultimate accuracy! |
  ===============================================
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                                                                  .---.  <    > <    >  .---.
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                                                      _____        ~-..-~             ~-..-~
                                                     |     |   \~~~\.'                    `./~~~/
                                                    ---------   \__/                        \__/
                                                   .'  O    \     /               /       \  "
                                                  (_____,    `._.'               |         }  \/~~~/
                                                   `----.          /       }     |        /    \__/
                                                         `-.      |       /      |       /      `. ,~~|
                                                             ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                  |     /        |     /     ~-.     `-. _|| _||_
                                                                  |_____|        |_____|         ~ - . _ _ _ _ __>
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=593 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       ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ -100.0            │ -4.0                  │ 1000.0              │ 2.0                  │ -100      │ 1000.0      │ -4            │ 2            │ -10011762.92 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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: 32s                                                                                                                                                                                 │
│    🏆 Best RESULT: -10011762.92                                                                                                                                                                      │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                                                                    │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 09:53:57 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-10 09:53:58 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-10 09:53:58 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.68 s/job
2026-05-10 09:53:58 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-10 09:53:58 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, starting new job                   
2026-05-10 09:53:58 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, started new job                    
2026-05-10 09:54:07 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, new result: RESULT: -6739322.173137
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, finishing jobs, finished 1 job
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, getting new HP set (no sbatch)
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, requested 1 jobs, got 1, 0.69 s/job
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, eval #1/1 start                    
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, starting new job                   
2026-05-10 09:54:09 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, started new job                    
2026-05-10 09:54:19 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -6739322.17313671, ▁▁▁▁█, new result: RESULT: -10011762.920000
2026-05-10 09:54:20 (bc99a756-ca49-4155-8e0a-68f213d52939): BOTORCH_MODULAR, best RESULT: -10011762.92, ▁▁▁▁▅█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.314 │    1 │        0.314 │
│       2 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.194 │      │              │
│  Median │   0.194 │      │              │
│   Total │   0.388 │      │              │
│     Max │   0.314 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.682 │    1 │        0.682 │
│         2 │   0.688 │    1 │        0.688 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.685 │      │              │
│    Median │   0.685 │      │              │
│     Total │   1.370 │      │              │
│       Max │   0.688 │      │              │
│       Min │   0.682 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778406835,744.83984375,28.1

`RESULT` (goal: minimize)

Best value: -10011762.92
Achieved at:
- int_param = -100
- float_param = 1000
- int_param_two = -4
- choice_param = 2

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	-4	-52	48	2
OO_Info_float_param	812.4284	1000	906.2142	93.7858	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-10011762.92	-48788.0897	-2918795.6609	3973223.1627	6
int_param	-100	10	-73.1667	40.4986	6
float_param	-100	1000	259.7372	461.0554	6
int_param_two	-100	-4	-67.3333	38.2564	6
choice_param	2	4	2.3333	0.7454	6

submitit INFO (2026-05-10 09:53:58,851) - Starting with JobEnvironment(job_id=70917, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 09:53:58,851) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/70917/70917_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": 812.4283902078694, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='812.42839020786936998775' --choice_param='2' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778406149.37373
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778406761.2620106
Last modification: 1778406149.37373
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='812.42839020786936998775' --choice_param='2' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 812.42839020786936998775
OO-Info: choice_param: 2
RESULT: -6739322.17313671

stderr was empty
Result: {'RESULT': -6739322.17313671}
Final-results: {'RESULT': -6739322.17313671}
EXIT_CODE: 0
submitit INFO (2026-05-10 09:54:06,342) - Job completed successfully
submitit INFO (2026-05-10 09:54:06,342) - Exiting after successful completion