OmniOpt2

Experiment overview

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

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

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
-91.0	-95.0	-11.643438170140216	hallo	-91	-11.643438170140216	-95	hallo	-194628.560341233

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		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	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-05-31 10:28:13 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -194628.560341233, ▂▄▁█, finishing jobs, finished 1 job

Git-Version

Commit: 4d604d1144428d61572f1a083b390631a8aef853 (9344-1-g4d604d114)

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,-134216.834883670002454891800880432129,-25,-80.0034792721271514892578125,-68,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-155506.943339482997544109821319580078,-94,-6.280174375791012231218246597564,-70,hallo
2,1780223270,1,19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0,1780223271,1780223277,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='1' --nr_results=1,0,,3fbafc3d0648,-100,1,10,hallo,2_0,COMPLETED,BOTORCH_MODULAR,-111413.320000000006984919309616088867,-100,10,1,hallo
3,1780223281,2,19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0,1780223283,1780223289,6,./.tests/optimization_example  --int_param='-91' --float_param='-11.64343817014021631451' --choice_param='hallo' --int_param_two='-95' --nr_results=1,0,,3fbafc3d0648,-91,-95,-11.643438170140216314507597417105,hallo,3_0,COMPLETED,BOTORCH_MODULAR,-194628.560341233009239658713340759277,-91,-11.643438170140216314507597417105,-95,hallo


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

Current git-hash: 4d604d1144428d61572f1a083b390631a8aef853 (last fully tested stable version 1 commit ago [2c09badf8ff71f8f9eee5a24e4a2328f476e658c, 9344])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 05-31 10:27:45] 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]`.
⠹ Importing rendering stuff...
⠋ Importing statistics...
⠋ Importing notifier...
⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MinTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Generators from ax.generation_strategy.registry...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 6881a307-85b2-4da0-93fe-847199fa9892
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/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)
//.omniax_venvs/Python_3.11.2/x86_64/lib/python3.11/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ________________________________________
| OmniOpt2 - Cooking up some optimization! |
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⠋ Writing worker creation log...
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠋ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=115 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 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  │ -100        │ 10          │                       │ 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -194628.560341233, ▂▄▁█, finishing jobs, finished 1 job    : 100%|██████████| 4/4 [00:23<00:00,  5.96s/it]
Best RESULT, min (total: 2 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -91.0             │ -95.0                 │ -11.643438170140216 │ hallo                │ -91       │ -11.643438170140216 │ -95           │ hallo        │ -194628.560341233 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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 / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 34s                                                                                                                                                                                 │
│    🏆 Best RESULT: -194628.560341233                                                                                                                                                                 │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                                                                     │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-31 10:27:49 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-31 10:27:50 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-31 10:27:50 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.60 s/job
2026-05-31 10:27:50 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-31 10:27:50 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, starting new job                   
2026-05-31 10:27:50 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, started new job                    
2026-05-31 10:27:59 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, new result: RESULT: -111413.320000 
2026-05-31 10:28:00 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, finishing jobs, finished 1 job
2026-05-31 10:28:01 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, getting new HP set (no sbatch)
2026-05-31 10:28:01 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, requested 1 jobs, got 1, 0.73 s/job
2026-05-31 10:28:01 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, eval #1/1 start                    
2026-05-31 10:28:01 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, starting new job                   
2026-05-31 10:28:01 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, started new job                    
2026-05-31 10:28:10 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -155506.943339483, ▄█▁, new result: RESULT: -194628.560341 
2026-05-31 10:28:13 (19eef4b3-ff7d-45f7-9dcf-8bbd4ac523c0): BOTORCH_MODULAR, best RESULT: -194628.560341233, ▂▄▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.186 │    1 │        0.186 │
│       2 │   0.082 │    1 │        0.082 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.134 │      │              │
│  Median │   0.134 │      │              │
│   Total │   0.268 │      │              │
│     Max │   0.186 │      │              │
│     Min │   0.082 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.605 │    1 │        0.605 │
│         2 │   0.734 │    1 │        0.734 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.670 │      │              │
│    Median │   0.670 │      │              │
│     Total │   1.339 │      │              │
│       Max │   0.734 │      │              │
│       Min │   0.605 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
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	/root
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
1780223266,793.83984375,28.3

`RESULT` (goal: minimize)

Best value: -194628.56034123
Achieved at:
- int_param = -91
- float_param = -11.64343817014
- int_param_two = -95
- choice_param = hallo

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-91	-95.5	4.5	2
OO_Info_int_param_two	-95	1	-47	48	2
OO_Info_float_param	-11.6434	10	-0.8217	10.8217	2
OO_Info_choice_param	No numerical statistics available
RESULT	-194628.5603	-111413.32	-148941.4146	30641.4449	4
int_param	-100	-25	-77.5	30.4836	4
float_param	-80.0035	10	-21.9818	34.4339	4
int_param_two	-95	1	-58	35.6861	4
choice_param	No numerical statistics available

submitit INFO (2026-05-31 10:27:50,468) - Starting with JobEnvironment(job_id=2699, hostname=3fbafc3d0648, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-31 10:27:50,468) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/2699/2699_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": 1, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='1' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1780223173.1265612
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1780222867.834311
Last modification: 1780222867.834311
Hostname: 3fbafc3d0648
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='hallo' --int_param_two='1' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 1
OO-Info: float_param: 10
OO-Info: choice_param: hallo
RESULT: -111413.32

stderr was empty
Result: {'RESULT': -111413.32}
Final-results: {'RESULT': -111413.32}
EXIT_CODE: 0
submitit INFO (2026-05-31 10:27:57,945) - Job completed successfully
submitit INFO (2026-05-31 10:27:57,945) - Exiting after successful completion