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_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	int_param_two	choice_param	RESULT
-51.0	-100.0	-100.0	8.0	-51	-100.0	-100	8	-251242.92

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

2026-07-20 18:41:54 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -251242.92, ▁▆▄█, finishing jobs, finished 1 job

Git-Version

Commit: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (9405-5-g776b40647)

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,-28594.899809778598864795640110969543,-5,-7.36600100994110107421875,-46,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-200895.807276164006907492876052856445,-88,-86.738153064122712976313778199255,-50,8
2,1784572891,2,56859913-45c5-47b7-b97f-5d3f62ecbb1d,1784572893,1784572899,6,./.tests/optimization_example  --int_param='-100' --float_param='-49.02072107578935344918' --choice_param='8' --int_param_two='10' --nr_results=1,0,,4a0b18d89f06,-100,10,-49.020721075789353449181362520903,8,2_0,COMPLETED,BOTORCH_MODULAR,-140351.303055482014315202832221984863,-100,-49.020721075789353449181362520903,10,8
3,1784572903,2,56859913-45c5-47b7-b97f-5d3f62ecbb1d,1784572905,1784572911,6,./.tests/optimization_example  --int_param='-51' --float_param='-100' --choice_param='8' --int_param_two='-100' --nr_results=1,0,,4a0b18d89f06,-51,-100,-100,8,3_0,COMPLETED,BOTORCH_MODULAR,-251242.92000000001280568540096282959,-51,-100,-100,8


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

Current git-hash: 776b40647c39ee42c9f8443c9f17f6559d9b1106 (last fully tested stable version 5 commits ago [b9f1e470f24bdacf974e4cf9defd5b88ea683b32, 9405])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Loading base modules...
⠋ Loading rich UI components...
⠋ Loading type and utility modules...
⠋ Loading optional modules...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Loading ML frameworks...
[INFO 07-20 18:41:26] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
⠇ Loading Ax platform...
⠋ Loading Ax storage and data...
⠋ Loading data science stack...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: a391d479-3483-4a1d-adbc-98044032f6d2
//.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.")
 .88888.                      oo  .88888.             dP   d8888b. 
d8'   `8b                        d8'   `8b            88       `88 
88     88 88d8b.d8b. 88d888b. dP 88     88 88d888b. d8888P .aaadP' 
88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
Y8.   .8P 88  88  88 88    88 88 Y8.   .8P 88.  .88   88   88.     
 `8888P'  dP  dP  dP dP    dP dP  `8888P'  88Y888P'   dP   Y88888P 
                                           88                      
                                           dP                      

⠋ 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=163 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: -251242.92, ▁▆▄█, finishing jobs, finished 1 job           : 100%|██████████| 4/4 [00:24<00:00,  6.09s/it]
Best RESULT, min (total: 2 + inserted jobs: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -51.0             │ -100.0            │ -100.0            │ 8.0              │ -51       │ -100.0      │ -100          │ 8            │ -251242.92 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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: 35s                                                                                                                               │
│    🏆 Best RESULT: -251242.92                                                                                                                      │
│    📁 Results: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/results.csv                                                   │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 18:41:30 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-07-20 18:41:31 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-07-20 18:41:31 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.75 s/job
2026-07-20 18:41:31 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, eval #1/1 start                    
2026-07-20 18:41:31 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, starting new job                   
2026-07-20 18:41:31 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, started new job                    
2026-07-20 18:41:40 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, new result: RESULT: -140351.303055 
2026-07-20 18:41:42 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, finishing jobs, finished 1 job
2026-07-20 18:41:43 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, getting new HP set (no sbatch)
2026-07-20 18:41:43 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, requested 1 jobs, got 1, 0.58 s/job
2026-07-20 18:41:43 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, eval #1/1 start                    
2026-07-20 18:41:43 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, starting new job                   
2026-07-20 18:41:43 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, started new job                    
2026-07-20 18:41:52 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -200895.807276164, ▁█▅, new result: RESULT: -251242.920000 
2026-07-20 18:41:54 (56859913-45c5-47b7-b97f-5d3f62ecbb1d): BOTORCH_MODULAR, best RESULT: -251242.92, ▁▆▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.189 │    1 │        0.189 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.135 │      │              │
│  Median │   0.135 │      │              │
│   Total │   0.270 │      │              │
│     Max │   0.189 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.753 │    1 │        0.753 │
│         2 │   0.576 │    1 │        0.576 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.665 │      │              │
│    Median │   0.665 │      │              │
│     Total │   1.329 │      │              │
│       Max │   0.753 │      │              │
│       Min │   0.576 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1784572887,788.71875,28.1

`RESULT` (goal: minimize)

Best value: -251242.92
Achieved at:
- float_param = -100 (r=0.993, strong positive correlation)
- int_param = -51 (r=0.552, moderate positive correlation)
- int_param_two = -100 (r=0.479, moderate positive 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	-100	-51	-75.5	24.5	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	-49.0207	-74.5104	25.4896	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-251242.92	-28594.8998	-155271.2325	83008.53	4
int_param	-100	-5	-61	37.0338	4
float_param	-100	-7.366	-60.7812	36.0672	4
int_param_two	-100	10	-46.5	38.9455	4
choice_param	No numerical statistics available

submitit INFO (2026-07-20 18:41:31,832) - Starting with JobEnvironment(job_id=2531, hostname=4a0b18d89f06, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 18:41:31,832) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/2531/2531_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -49.02072107578935, "int_param_two": 10, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='-49.02072107578935344918' --choice_param='8' --int_param_two='10' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1784572795.3289711
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1784572478.0612183
Last modification: 1784572478.0612183
Hostname: 4a0b18d89f06
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='-49.02072107578935344918' --choice_param='8' --int_param_two='10' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: -49.02072107578935344918
OO-Info: choice_param: 8
RESULT: -140351.303055482

stderr was empty
Result: {'RESULT': -140351.303055482}
Final-results: {'RESULT': -140351.303055482}
EXIT_CODE: 0
submitit INFO (2026-07-20 18:41:39,323) - Job completed successfully
submitit INFO (2026-07-20 18:41:39,323) - Exiting after successful completion