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	-50.0	-1000.0	1.0	10	-1000.0	-50	1	-10130545.32

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

2025-10-31 13:36:39 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -10130545.32, finishing jobs, finished 1 job

Git-Version

Commit: b0be50d275c42846a83038bf3c24241d60ce4e7d (8949-3-gb0be50d27)

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,-77287.185423619201174005866050720215,-16,-77.6117821037769317626953125,-16,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-111311.442817058006767183542251586914,-81,9.784587934791439067794271977618,-56,1
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-242800.872655468992888927459716796875,-100,-42.776095126609881447166117141023,-100,1
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-272329.722322566027287393808364868164,-100,-67.356342032033495570431114174426,-100,1
4,1761917773,2,b03c7b02-b4de-4d9f-8441-f333c3c70e08,1761917775,1761917781,6,./.tests/optimization_example  --int_param='-100' --float_param='-928.51645812570222915383' --choice_param='1' --int_param_two='-100' --nr_results=1,0,,ac2e21ddc5bc,-100,-100,-928.5164581257022291538305580616,1,4_0,COMPLETED,BOTORCH_MODULAR,-8934505.0959155596792697906494140625,-100,-928.5164581257022291538305580616,-100,1
5,1761917787,2,b03c7b02-b4de-4d9f-8441-f333c3c70e08,1761917789,1761917795,6,./.tests/optimization_example  --int_param='10' --float_param='-1000' --choice_param='1' --int_param_two='-50' --nr_results=1,0,,ac2e21ddc5bc,10,-50,-1000,1,5_0,COMPLETED,BOTORCH_MODULAR,-10130545.320000000298023223876953125,10,-1000,-50,1


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

Current git-hash: b0be50d275c42846a83038bf3c24241d60ce4e7d (last fully tested stable version 3 commits ago [31d2e0738b1d3d941fb816614ce321579eec5e2a, 8949])
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...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 10-31 13:35:54] 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]`.
⠦ 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 MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models 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...
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 820ce523-50ac-4379-86de-85cff92a5f9d
  _________________________________________________
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| OmniOpt2 - Cracking the code of perfect parameter |
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⠋ 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=749 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: -10130545.32, finishing jobs, finished 1 job           : 100%|██████████| 6/6 [00:27<00:00,  4.61s/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              │ -50.0                 │ -1000.0             │ 1.0                  │ 10        │ -1000.0     │ -50           │ 1            │ -10130545.32 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-31 13:36:11 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-31 13:36:13 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-10-31 13:36:13 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.50 s/job
2025-10-31 13:36:13 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-31 13:36:13 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, starting new job                   
2025-10-31 13:36:13 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, started new job                    
2025-10-31 13:36:22 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, new result: RESULT: -8934505.095916
2025-10-31 13:36:26 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, finishing jobs, finished 1 job
2025-10-31 13:36:27 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, getting new HP set (no sbatch)
2025-10-31 13:36:27 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, requested 1 jobs, got 1, 1.45 s/job
2025-10-31 13:36:27 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, eval #1/1 start                    
2025-10-31 13:36:27 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, starting new job                   
2025-10-31 13:36:28 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, started new job                    
2025-10-31 13:36:37 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -8934505.09591556, new result: RESULT: -10130545.320000
2025-10-31 13:36:39 (b03c7b02-b4de-4d9f-8441-f333c3c70e08): BOTORCH_MODULAR, best RESULT: -10130545.32, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.180 │    1 │        0.180 │
│       2 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.141 │      │              │
│  Median │   0.141 │      │              │
│   Total │   0.281 │      │              │
│     Max │   0.180 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.504 │    1 │        1.504 │
│         2 │   1.446 │    1 │        1.446 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.475 │      │              │
│    Median │   1.475 │      │              │
│     Total │   2.950 │      │              │
│       Max │   1.504 │      │              │
│       Min │   1.446 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1761917755,803.16796875,28.5

`RESULT` (goal: minimize)

Best value: -10130545.32
Achieved at:
- int_param = 10
- float_param = -1000
- int_param_two = -50
- 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	-50	-75	25	2
OO_Info_float_param	-1000	-928.5165	-964.2582	35.7418	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-10130545.32	-77287.1854	-3294796.6065	4424754.2494	6
int_param	-100	10	-64.5	44.6384	6
float_param	-1000	9.7846	-351.0793	434.9499	6
int_param_two	-100	-16	-70.3333	32.1749	6
choice_param	1	8	2.1667	2.6087	6

submitit INFO (2025-10-31 13:36:13,983) - Starting with JobEnvironment(job_id=4397, hostname=ac2e21ddc5bc, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-31 13:36:13,983) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4397/4397_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -928.5164581257022, "int_param_two": -100, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-928.51645812570222915383' --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: 1761917601.4017398
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1761917198.7284014
Last modification: 1761917198.7284014
Hostname: ac2e21ddc5bc
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-928.51645812570222915383' --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: -928.51645812570222915383
OO-Info: choice_param: 1
RESULT: -8934505.09591556

stderr was empty
Result: {'RESULT': -8934505.09591556}
Final-results: {'RESULT': -8934505.09591556}
EXIT_CODE: 0
submitit INFO (2025-10-31 13:36:21,671) - Job completed successfully
submitit INFO (2025-10-31 13:36:21,671) - Exiting after successful completion