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
10.0	-100.0	-1000.0	1.0	10	-1000.0	-100	1	-10210005.32

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

2026-03-29 04:55:11 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -10210005.32, finishing jobs, finished 1 job

Git-Version

Commit: e188e113bd67d7034e782e74dc3d1f1b616e1904 (9280)

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,-166713.814615190989570692181587219238,-85,-17.59755432605743408203125,-85,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-60095.367428282901528291404247283936,5,-71.398460343309835707259480841458,1,16
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-304217.229627572989556938409805297852,-100,-86.783391540938865205134788993746,-100,1
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-254122.92000000001280568540096282959,-100,-100,-53,1
4,1774760088,2,25fc7473-e6bf-4ae5-91c3-57ba3576b099,1774760090,1774760096,6,./.tests/optimization_example  --int_param='-100' --float_param='-964.11279792782056574652' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,19aaffbb4ad3,-100,-100,-964.112797927820452059677336364985,1,4_0,COMPLETED,BOTORCH_MODULAR,-9611771.4710748903453350067138671875,-100,-964.112797927820565746515057981014,-100,1
5,1774760100,2,25fc7473-e6bf-4ae5-91c3-57ba3576b099,1774760102,1774760108,6,./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,19aaffbb4ad3,10,-100,-1000,1,5_0,COMPLETED,BOTORCH_MODULAR,-10210005.320000000298023223876953125,10,-1000,-100,1


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

Current git-hash: e188e113bd67d7034e782e74dc3d1f1b616e1904 (version: 9280)
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
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⠋ Importing pwd...
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⠋ 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...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 03-29 04:54:44] 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...
⠋ 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...
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⠋ 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: f1fe9ab4-b68e-40fd-8490-a716bf0179cb
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning hyperparameters with the finess |
| e of a cat trying not to knock over the vase.     |
 \                                                 /
  =================================================
                                                    \
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                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
⠋ Writing worker creation log...
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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2...
⠋ 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/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
⠋ 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...
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=11 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -10210005.32, finishing jobs, finished 1 job           : 100%|██████████| 6/6 [00:23<00:00,  3.99s/it]
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       ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ 10.0              │ -100.0                │ -1000.0             │ 1.0                  │ 10        │ -1000.0     │ -100          │ 1            │ -10210005.32 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-03-29 04:54:47 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-03-29 04:54:48 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-03-29 04:54:48 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.75 s/job
2026-03-29 04:54:48 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, eval #1/1 start                    
2026-03-29 04:54:48 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, starting new job                   
2026-03-29 04:54:48 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, started new job                    
2026-03-29 04:54:57 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, new result: RESULT: -9611771.471075
2026-03-29 04:54:59 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, finishing jobs, finished 1 job
2026-03-29 04:55:00 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, getting new HP set (no sbatch)
2026-03-29 04:55:00 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, requested 1 jobs, got 1, 0.96 s/job
2026-03-29 04:55:00 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, eval #1/1 start                    
2026-03-29 04:55:00 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, starting new job                   
2026-03-29 04:55:00 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, started new job                    
2026-03-29 04:55:09 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -9611771.47107489, new result: RESULT: -10210005.320000
2026-03-29 04:55:11 (25fc7473-e6bf-4ae5-91c3-57ba3576b099): BOTORCH_MODULAR, best RESULT: -10210005.32, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.190 │    1 │        0.190 │
│       2 │   0.082 │    1 │        0.082 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.136 │      │              │
│  Median │   0.136 │      │              │
│   Total │   0.271 │      │              │
│     Max │   0.190 │      │              │
│     Min │   0.082 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.745 │    1 │        0.745 │
│         2 │   0.960 │    1 │        0.960 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.853 │      │              │
│    Median │   0.853 │      │              │
│     Total │   1.705 │      │              │
│       Max │   0.960 │      │              │
│       Min │   0.745 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	/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
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
1774760085,783.2109375,28.2

`RESULT` (goal: minimize)

Best value: -10210005.32
Achieved at:
- int_param = 10
- float_param = -1000
- int_param_two = -100
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-1000	-964.1128	-982.0564	17.9436	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-10210005.32	-60095.3674	-3434487.6871	4583387.7016	6
int_param	-100	10	-61.6667	49.2161	6
float_param	-1000	-17.5976	-373.3154	431.3286	6
int_param_two	-100	1	-72.8333	36.9839	6
choice_param	1	16	3.5	5.5902	6

submitit INFO (2026-03-29 04:54:49,122) - Starting with JobEnvironment(job_id=4391, hostname=19aaffbb4ad3, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-29 04:54:49,122) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4391/4391_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -964.1127979278206, "int_param_two": -100, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-964.11279792782056574652' --choice_param='1' --int_param_two='-100' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1774759934.990327
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1774759635.250168
Last modification: 1774759635.250168
Hostname: 19aaffbb4ad3
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-964.11279792782056574652' --choice_param='1' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -964.11279792782056574652
OO-Info: choice_param: 1
RESULT: -9611771.47107489

stderr was empty
Result: {'RESULT': -9611771.47107489}
Final-results: {'RESULT': -9611771.47107489}
EXIT_CODE: 0
submitit INFO (2026-03-29 04:54:56,618) - Job completed successfully
submitit INFO (2026-03-29 04:54:56,619) - Exiting after successful completion