OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 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
-88	-19	-73.31543326377869	16	-88	-73.31543326377869	-19	16	-155121.190872934

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-01-04 10:57:48 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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
0,1767524246,2,002132b3-e76d-48af-820d-c1d2b817b980,1767524248,1767524254,6,./.tests/optimization_example  --int_param='-88' --float_param='-73.31543326377868652344' --choice_param='16' --int_param_two='-19' --nr_results=1,0,,a57ec4f96ead,-88,-19,-73.3154332637786865234375,16,0_0,COMPLETED,SOBOL,-155121.190872934006620198488235473633,-88,-73.3154332637786865234375,-19,16
1,1767524257,2,002132b3-e76d-48af-820d-c1d2b817b980,1767524259,1767524265,6,./.tests/optimization_example  --int_param='-1' --float_param='-10.40643239535642550209' --choice_param='hallo' --int_param_two='-98' --nr_results=1,0,,a57ec4f96ead,-1,-98,-10.406432395356423725729655416217,hallo,1_0,COMPLETED,BOTORCH_MODULAR,-108309.70159152700216509401798248291,-1,-10.406432395356425502086494816467,-98,hallo


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing dataclass...
⠋ 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...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 01-04 10:57:20] 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]`.
⠙ Importing rendering stuff...
⠋ Trying to import pyfiglet...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing yaml...
⠋ Importing json...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing platform...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing statistics...
⠋ Importing pickle...
⠋ 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 get_pending_observation_features...
⠋ 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...
Run-UUID: 93f17aac-21a2-4638-8b9a-12c3be7e5324
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dancing on the edge of chaos – welcome |
|  to the tuning dimension.                         |
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                                                       ,'  ,-----'   |        \
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0...
⠋ 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/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=181 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -155121.190872934, finishing jobs, finished 1 job     : 100%|██████████| 2/2 [00:22<00:00, 11.36s/it]
                                                                         Best RESULT, min (total: 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -88               │ -19                   │ -73.31543326377869  │ 16                   │ -88       │ -73.31543326377869 │ -19           │ 16           │ -155121.190872934 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   0.416 │    1 │        0.416 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.233 │      │              │
│    Median │   0.233 │      │              │
│     Total │   0.466 │      │              │
│       Max │   0.416 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.183 │    1 │        0.183 │
│       2 │   0.103 │    1 │        0.103 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.143 │      │              │
│  Median │   0.143 │      │              │
│   Total │   0.286 │      │              │
│     Max │   0.183 │      │              │
│     Min │   0.103 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, Started OmniOpt2 run...
2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, getting new HP set (no sbatch)
2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, eval #1/1 start                    
2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, starting new job                   
2026-01-04 10:57:26 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, started new job                    
2026-01-04 10:57:35 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, new result: RESULT: -155121.190873 
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): SOBOL, best RESULT: -155121.190872934, finishing jobs, finished 1 job
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, getting new HP set (no sbatch)
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, requested 1 jobs, got 1, 0.42 s/job
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, eval #1/1 start                    
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, starting new job                   
2026-01-04 10:57:37 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, started new job                    
2026-01-04 10:57:46 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, new result: RESULT: -108309.701592 
2026-01-04 10:57:48 (002132b3-e76d-48af-820d-c1d2b817b980): BOTORCH_MODULAR, best RESULT: -155121.190872934, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.183 │    1 │        0.183 │
│       2 │   0.103 │    1 │        0.103 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.143 │      │              │
│  Median │   0.143 │      │              │
│   Total │   0.286 │      │              │
│     Max │   0.183 │      │              │
│     Min │   0.103 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   0.416 │    1 │        0.416 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.233 │      │              │
│    Median │   0.233 │      │              │
│     Total │   0.466 │      │              │
│       Max │   0.416 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	False
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	True
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
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	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1767524241,808.46484375,28.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-88	-1	-44.5	43.5	2
OO_Info_int_param_two	-98	-19	-58.5	39.5	2
OO_Info_float_param	-73.3154	-10.4064	-41.8609	31.4545	2
OO_Info_choice_param	No numerical statistics available
RESULT	-155121.1909	-108309.7016	-131715.4462	23405.7446	2
int_param	-88	-1	-44.5	43.5	2
float_param	-73.3154	-10.4064	-41.8609	31.4545	2
int_param_two	-98	-19	-58.5	39.5	2
choice_param	No numerical statistics available

submitit INFO (2026-01-04 10:57:38,110) - Starting with JobEnvironment(job_id=1226, hostname=a57ec4f96ead, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 10:57:38,110) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/1226/1226_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -1, "float_param": -10.406432395356426, "int_param_two": -98, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-1' --float_param='-10.40643239535642550209' --choice_param='hallo' --int_param_two='-98' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1767524175.5137305
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1767523805.4715638
Last modification: 1767523805.4715638
Hostname: a57ec4f96ead
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-1' --float_param='-10.40643239535642550209' --choice_param='hallo' --int_param_two='-98' --nr_results=1
stdout:
 OO-Info: int_param: -1
OO-Info: int_param_two: -98
OO-Info: float_param: -10.40643239535642550209
OO-Info: choice_param: hallo
RESULT: -108309.701591527

stderr was empty
Result: {'RESULT': -108309.701591527}
Final-results: {'RESULT': -108309.701591527}
EXIT_CODE: 0
submitit INFO (2026-01-04 10:57:45,654) - Job completed successfully
submitit INFO (2026-01-04 10:57:45,654) - Exiting after successful completion