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
9.0	-100.0	-100.0	16.0	9	-100.0	-100	16	-221129.32

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

2026-07-16 05:37:03 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█▄, finishing jobs, finished 1 job

Git-Version

Commit: 611f002d8dffbbf7205b3e78c037f864a1724a32 (9346-24-g611f002d8)

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,-139933.458729036996373906731605529785,-41,-47.769440710544586181640625,-90,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-23937.423448951598402345553040504456,-43,9.459859290960260125302738742903,9,1
2,1784180200,2,12bd7efa-2eb0-46b3-b8c6-5838342710bf,1784180202,1784180208,6,./.tests/optimization_example  --int_param='9' --float_param='-100' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,2efbba22f077,9,-100,-100,16,2_0,COMPLETED,BOTORCH_MODULAR,-221129.320000000006984919309616088867,9,-100,-100,16
3,1784180212,2,12bd7efa-2eb0-46b3-b8c6-5838342710bf,1784180214,1784180220,6,./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='16' --int_param_two='-43' --nr_results=1,0,,2efbba22f077,10,-43,-100,16,3_0,COMPLETED,BOTORCH_MODULAR,-134622.92000000001280568540096282959,10,-100,-43,16


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

Current git-hash: 611f002d8dffbbf7205b3e78c037f864a1724a32 (last fully tested stable version 24 commits ago [4d604d1144428d61572f1a083b390631a8aef853, 9346])
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...
⠋ Importing notifier...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[INFO 07-16 05:36:36] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
⠧ 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: f67064b0-a9bd-4093-8c42-7e76aa922d2d
//.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.")
  _________________________________________________
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| OmniOpt2 - Fine-tuning on the frequency of realit |
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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=13 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: -221129.32, ▅▁█▄, finishing jobs, finished 1 job    : 100%|██████████| 4/4 [00:22<00:00,  5.75s/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     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ 9.0               │ -100.0                │ -100.0              │ 16.0                 │ 9         │ -100.0      │ -100          │ 16           │ -221129.32 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 34s                                                                                                                                                                                 │
│    🏆 Best RESULT: -221129.32                                                                                                                                                                        │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                                                                     │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-16 05:36:40 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-16 05:36:40 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-16 05:36:40 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.71 s/job
2026-07-16 05:36:40 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-16 05:36:40 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, starting new job                   
2026-07-16 05:36:41 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, started new job                    
2026-07-16 05:36:50 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, new result: RESULT: -221129.320000 
2026-07-16 05:36:51 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, finishing jobs, finished 1 job
2026-07-16 05:36:52 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, getting new HP set (no sbatch)
2026-07-16 05:36:52 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, requested 1 jobs, got 1, 0.54 s/job
2026-07-16 05:36:52 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, eval #1/1 start                    
2026-07-16 05:36:52 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, starting new job                   
2026-07-16 05:36:52 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, started new job                    
2026-07-16 05:37:01 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█, new result: RESULT: -134622.920000 
2026-07-16 05:37:03 (12bd7efa-2eb0-46b3-b8c6-5838342710bf): BOTORCH_MODULAR, best RESULT: -221129.32, ▅▁█▄, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.197 │    1 │        0.197 │
│       2 │   0.079 │    1 │        0.079 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.138 │      │              │
│   Total │   0.275 │      │              │
│     Max │   0.197 │      │              │
│     Min │   0.079 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.709 │    1 │        0.709 │
│         2 │   0.544 │    1 │        0.544 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.626 │      │              │
│    Median │   0.626 │      │              │
│     Total │   1.253 │      │              │
│       Max │   0.709 │      │              │
│       Min │   0.544 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784180196,788.6484375,28.3

`RESULT` (goal: minimize)

Best value: -221129.32
Achieved at:
- int_param_two = -100 (r=0.921, strong positive correlation)
- float_param = -100 (r=0.873, strong positive correlation)
- choice_param = 16 (r=-0.872, strong negative correlation)
- int_param = 9 (r=-0.694, moderate negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	9	10	9.5	0.5	2
OO_Info_int_param_two	-100	-43	-71.5	28.5	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-221129.32	-23937.4234	-129905.7805	70131.72	4
int_param	-43	10	-16.25	25.7621	4
float_param	-100	9.4599	-59.5774	45.2038	4
int_param_two	-100	9	-56	43.2608	4
choice_param	1	16	12.25	6.4952	4

submitit INFO (2026-07-16 05:36:41,303) - Starting with JobEnvironment(job_id=2697, hostname=2efbba22f077, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-16 05:36:41,303) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/2697/2697_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 9, "float_param": -100.0, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='9' --float_param='-100' --choice_param='16' --int_param_two='-100' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1784180110.6550374
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1784179810.6358151
Last modification: 1784179810.6358151
Hostname: 2efbba22f077
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='9' --float_param='-100' --choice_param='16' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: 9
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT: -221129.32

stderr was empty
Result: {'RESULT': -221129.32}
Final-results: {'RESULT': -221129.32}
EXIT_CODE: 0
submitit INFO (2026-07-16 05:36:48,815) - Job completed successfully
submitit INFO (2026-07-16 05:36:48,815) - Exiting after successful completion