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_pa…	OO_Info_int_pa…	OO_Info_float_…	OO_Info_choic…	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	-100.0	942.4784124193…	16.0	-100	942.4784124193…	-100	16	-9009845.0575…

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

2026-08-02 06:09:06 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -9009845.05752243, ▁▁▁▁▄█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,-60180.817467846602085046470165252686,-38,-54.851731359958648681640625,-19,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-184335.868305893003707751631736755371,-97,9.814024365253915860307643015403,-84,16
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-121281.320000000006984919309616088867,-27,10,-100,16
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-124193.320000000006984919309616088867,-100,10,-30,16
4,1785650919,2,e9a54d14-49fa-4b14-bd44-d64671cde96a,1785650921,1785650927,6,./.tests/optimization_example  --int_param='-100' --float_param='704.20195033242362114834' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,-100,-100,704.201950332423621148336678743362,16,4_0,COMPLETED,BOTORCH_MODULAR,-5110020.993486650288105010986328125,-100,704.201950332423621148336678743362,-100,16
5,1785650934,2,e9a54d14-49fa-4b14-bd44-d64671cde96a,1785650936,1785650942,6,./.tests/optimization_example  --int_param='-100' --float_param='942.478412419316669002' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,runnervmvrwv9,-100,-100,942.478412419316669002000708132982,16,5_0,COMPLETED,BOTORCH_MODULAR,-9009845.05752242915332317352294921875,-100,942.478412419316669002000708132982,-100,16


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-02 06:08:28] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 5dbc6fa0-212b-42d7-b30f-441b40064d9c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
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                                                  ("`-'  '-/") .___..--' ' "`-._
                                                   ` *_ *  )    `-.   (      ) .`-.__. `)
                                                    (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                 _.. `--'_..-_/   /--' _ .' ,4
                                                ( i l ),-''  ( l i),'  ( ( ! .-'
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
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=286 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 │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2 + inserted jobs: 4)
┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_pa… ┃ OO_Info_int_pa… ┃ OO_Info_float_… ┃ OO_Info_choic… ┃ int_param ┃ float_param     ┃ int_param_two ┃ choice_param ┃ RESULT         ┃
┡━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ -100.0          │ -100.0          │ 942.4784124193… │ 16.0           │ -100      │ 942.4784124193… │ -100          │ 16           │ -9009845.0575… │
└─────────────────┴─────────────────┴─────────────────┴────────────────┴───────────┴─────────────────┴───────────────┴──────────────┴────────────────┘
Not printing sixel graphics in CI
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 / 6 done / 6 submitted                                                                                        │
│    ⏱️  Duration: 49s                                                                                                                               │
│    🏆 Best RESULT: -9009845.05752243                                                                                                               │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/results.csv                                  │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-02 06:08:32 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-08-02 06:08:39 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-08-02 06:08:39 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, requested 1 jobs, got 1, 7.41 s/job
2026-08-02 06:08:39 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, eval #1/1 start                    
2026-08-02 06:08:39 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, starting new job                   
2026-08-02 06:08:39 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, started new job                    
2026-08-02 06:08:48 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, new result: RESULT: -5110020.993487
2026-08-02 06:08:51 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, finishing jobs, finished 1 job
2026-08-02 06:08:54 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, getting new HP set (no sbatch)
2026-08-02 06:08:54 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, requested 1 jobs, got 1, 3.02 s/job
2026-08-02 06:08:54 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, eval #1/1 start                    
2026-08-02 06:08:54 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, starting new job                   
2026-08-02 06:08:54 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, started new job                    
2026-08-02 06:09:03 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -5110020.99348665, ▁▁▁▁█, new result: RESULT: -9009845.057522
2026-08-02 06:09:06 (e9a54d14-49fa-4b14-bd44-d64671cde96a): BOTORCH_MODULAR, best RESULT: -9009845.05752243, ▁▁▁▁▄█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.266 │    1 │        0.266 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.180 │      │              │
│  Median │   0.180 │      │              │
│   Total │   0.360 │      │              │
│     Max │   0.266 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   7.410 │    1 │        7.410 │
│         2 │   3.025 │    1 │        3.025 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   5.217 │      │              │
│    Median │   5.217 │      │              │
│     Total │  10.435 │      │              │
│       Max │   7.410 │      │              │
│       Min │   3.025 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	/home/runner
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
1785650909,885.3671875,26.7

`RESULT` (goal: minimize)

Best value: -9009845.0575224
Achieved at:
- float_param = 942.47841241932 (r=-0.986, strong negative correlation)
- int_param_two = -100 (r=0.548, moderate positive correlation)
- int_param = -100 (r=0.492, moderate positive correlation)
- choice_param = 16 (r=-0.307, weak 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.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	704.202	942.4784	823.3402	119.1382	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-9009845.0575	-60180.8175	-2434976.2295	3458870.2796	6
int_param	-100	-27	-77	31.6439	6
float_param	-54.8517	942.4784	270.2738	397.7402	6
int_param_two	-100	-19	-72.1667	34.324	6
choice_param	4	16	14	4.4721	6

submitit INFO (2026-08-02 06:08:40,068) - Starting with JobEnvironment(job_id=69784, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-02 06:08:40,068) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/69784/69784_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": 704.2019503324236, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='704.20195033242362114834' --choice_param='16' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785650152.6983132
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785650816.9338212
Last modification: 1785650152.6983132
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='704.20195033242362114834' --choice_param='16' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 704.20195033242362114834
OO-Info: choice_param: 16
RESULT: -5110020.99348665

stderr was empty
Result: {'RESULT': -5110020.99348665}
Final-results: {'RESULT': -5110020.99348665}
EXIT_CODE: 0
submitit INFO (2026-08-02 06:08:47,646) - Job completed successfully
submitit INFO (2026-08-02 06:08:47,646) - Exiting after successful completion