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
-100.0	-53.0	10.0	8.0	-100	10.0	-53	8	-144128.52

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

2026-05-01 20:33:38 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, finishing jobs, finished 1 job

Git-Version

Commit: e0ce67c40fab0e66e193d54627cc03525d5ba39d (9282-3-ge0ce67c40)

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,-113808.243117360994801856577396392822,-40,6.44648253917694091796875,-92,8
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-90356.222096683297422714531421661377,-14,-83.43760630901499553147004917264,-24,1
2,1777667594,2,51e0c680-201c-47d9-94e3-0ea6d5e9914b,1777667596,1777667602,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='-53' --nr_results=1,0,,runnervmeorf1,-100,-53,10,8,2_0,COMPLETED,BOTORCH_MODULAR,-144128.519999999989522621035575866699,-100,10,-53,8
3,1777667606,2,51e0c680-201c-47d9-94e3-0ea6d5e9914b,1777667608,1777667614,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='-2' --nr_results=1,0,,runnervmeorf1,-100,-2,10,8,3_0,COMPLETED,BOTORCH_MODULAR,-111529.320000000006984919309616088867,-100,10,-2,8


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

Current git-hash: e0ce67c40fab0e66e193d54627cc03525d5ba39d (last fully tested stable version 3 commits ago [3669a7dd9138090647baf283e6316589853bd460, 9282])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 20:33:08] ax.storage.sqa_store.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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 3240fca8-b86e-45ad-99d3-b64bbff3c6fe
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
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                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
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                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=292 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 │
└─────────────┴─────────────┘
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: 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     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -53.0                 │ 10.0                │ 8.0                  │ -100      │ 10.0        │ -53           │ 8            │ -144128.52 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-01 20:33:14 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-01 20:33:14 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-01 20:33:14 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.64 s/job
2026-05-01 20:33:14 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-01 20:33:14 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, starting new job                   
2026-05-01 20:33:15 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, started new job                    
2026-05-01 20:33:24 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, new result: RESULT: -144128.520000 
2026-05-01 20:33:25 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, finishing jobs, finished 1 job
2026-05-01 20:33:26 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, getting new HP set (no sbatch)
2026-05-01 20:33:26 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, requested 1 jobs, got 1, 0.63 s/job
2026-05-01 20:33:26 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, eval #1/1 start                    
2026-05-01 20:33:26 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, starting new job                   
2026-05-01 20:33:26 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, started new job                    
2026-05-01 20:33:35 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, new result: RESULT: -111529.320000 
2026-05-01 20:33:38 (51e0c680-201c-47d9-94e3-0ea6d5e9914b): BOTORCH_MODULAR, best RESULT: -144128.52, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.260 │    1 │        0.260 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.173 │      │              │
│  Median │   0.173 │      │              │
│   Total │   0.346 │      │              │
│     Max │   0.260 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.641 │    1 │        0.641 │
│         2 │   0.625 │    1 │        0.625 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.633 │      │              │
│    Median │   0.633 │      │              │
│     Total │   1.267 │      │              │
│       Max │   0.641 │      │              │
│       Min │   0.625 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	/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
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
1777667590,773.6328125,26.8

`RESULT` (goal: minimize)

Best value: -144128.52
Achieved at:
- int_param = -100
- float_param = 10
- int_param_two = -53
- choice_param = 8

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	-53	-2	-27.5	25.5	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-144128.52	-90356.2221	-114955.5763	19165.3625	4
int_param	-100	-14	-63.5	37.6397	4
float_param	-83.4376	10	-14.2478	39.9731	4
int_param_two	-92	-2	-42.75	33.7	4
choice_param	1	8	6.25	3.0311	4

submitit INFO (2026-05-01 20:33:15,288) - Starting with JobEnvironment(job_id=64476, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-01 20:33:15,288) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/64476/64476_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -53, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='-53' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1777666914.3024585
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1777667550.75199
Last modification: 1777666914.3024585
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='8' --int_param_two='-53' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -53
OO-Info: float_param: 10
OO-Info: choice_param: 8
RESULT: -144128.52

stderr was empty
Result: {'RESULT': -144128.52}
Final-results: {'RESULT': -144128.52}
EXIT_CODE: 0
submitit INFO (2026-05-01 20:33:22,840) - Job completed successfully
submitit INFO (2026-05-01 20:33:22,840) - Exiting after successful completion