OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 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	fail_or_not	choice_param	RESULT
-100	-89	-82.38219363661976	2	-100	-82.38219363661976	-89	1	2	-274501.397647477

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No
fail_or_not	choice			0, 1

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-03-15 11:38:01 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -274501.397647477, finishing jobs, finished 1 job

Git-Version

Commit: ddb405379e934ab3c2f2cc6ec0a4817962090116 (9271-1-gddb405379)

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,fail_or_not,choice_param
0,1773574658,2,23fa92fc-31c5-4ef1-a795-3bb461f54613,1773574660,1773574666,6,./.tests/optimization_example  --int_param='-2' --float_param='-9.9457454681396484375' --choice_param='4' --int_param_two='-47' --nr_results=1,0,,runnervm0kj6c,-2,-47,-9.9457454681396484375,4,0_0,COMPLETED,SOBOL,-29497.8730759842001134529709815979,-2,-9.9457454681396484375,-47,0,4
1,1773574670,2,23fa92fc-31c5-4ef1-a795-3bb461f54613,1773574672,1773574678,6,./.tests/optimization_example  --int_param='-100' --float_param='-82.38219363661976046842' --choice_param='2' --int_param_two='-89' --nr_results=1,0,,runnervm0kj6c,-100,-89,-82.382193636619760468420281540602,2,1_0,COMPLETED,BOTORCH_MODULAR,-274501.397647476987913250923156738281,-100,-82.382193636619760468420281540602,-89,1,2


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

Current git-hash: ddb405379e934ab3c2f2cc6ec0a4817962090116 (last fully tested stable version 1 commit ago [747fe7706a7fd36667018db94e6396efbd886d4b, 9271])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-15 11:37:34] 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]`.
Run-UUID: ac3b92cd-94c9-489e-9366-e1db91b06849
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --parameter fail_or_not choice 0,1 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=147 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
│ fail_or_not   │ choice │             │             │ 0, 1                  │       │            │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
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)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ fail_or_not ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -100              │ -89                   │ -82.38219363661976  │ 2                    │ -100      │ -82.38219363661976 │ -89           │ 1           │ 2            │ -274501.397647477 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴─────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.052 │    1 │        0.052 │
│         2 │   0.748 │    1 │        0.748 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.400 │      │              │
│    Median │   0.400 │      │              │
│     Total │   0.801 │      │              │
│       Max │   0.748 │      │              │
│       Min │   0.052 │      │              │
└───────────┴─────────┴──────┴──────────────┘
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 │   0.347 │      │              │
│     Max │   0.260 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-03-15 11:37:38 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, Started OmniOpt2 run...
2026-03-15 11:37:38 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, getting new HP set (no sbatch)
2026-03-15 11:37:38 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-03-15 11:37:38 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, eval #1/1 start                    
2026-03-15 11:37:38 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, starting new job                   
2026-03-15 11:37:39 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, started new job                    
2026-03-15 11:37:48 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, new result: RESULT: -29497.873076  
2026-03-15 11:37:49 (23fa92fc-31c5-4ef1-a795-3bb461f54613): SOBOL, best RESULT: -29497.8730759842, finishing jobs, finished 1 job
2026-03-15 11:37:50 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, getting new HP set (no sbatch)
2026-03-15 11:37:50 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, requested 1 jobs, got 1, 0.75 s/job
2026-03-15 11:37:50 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, eval #1/1 start                    
2026-03-15 11:37:50 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, starting new job                   
2026-03-15 11:37:50 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, started new job                    
2026-03-15 11:37:59 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -29497.8730759842, new result: RESULT: -274501.397647 
2026-03-15 11:38:01 (23fa92fc-31c5-4ef1-a795-3bb461f54613): BOTORCH_MODULAR, best RESULT: -274501.397647477, 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 │   0.347 │      │              │
│     Max │   0.260 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.052 │    1 │        0.052 │
│         2 │   0.748 │    1 │        0.748 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.400 │      │              │
│    Median │   0.400 │      │              │
│     Total │   0.801 │      │              │
│       Max │   0.748 │      │              │
│       Min │   0.052 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int'], ['fail_or_not', 'choice', '0,1']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	False
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	True
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	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1773574656,794.4140625,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-2	-51	49	2
OO_Info_int_param_two	-89	-47	-68	21	2
OO_Info_float_param	-82.3822	-9.9457	-46.164	36.2182	2
OO_Info_choice_param	2	4	3	1	2
RESULT	-274501.3976	-29497.8731	-151999.6354	122501.7623	2
int_param	-100	-2	-51	49	2
float_param	-82.3822	-9.9457	-46.164	36.2182	2
int_param_two	-89	-47	-68	21	2
fail_or_not	0	1	0.5	0.5	2
choice_param	2	4	3	1	2

submitit INFO (2026-03-15 11:37:39,355) - Starting with JobEnvironment(job_id=94474, hostname=runnervm0kj6c, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-15 11:37:39,355) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4/single_runs/94474/94474_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -2, "float_param": -9.945745468139648, "int_param_two": -47, "fail_or_not": 0, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-2' --float_param='-9.9457454681396484375' --choice_param='4' --int_param_two='-47' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1773572920.9802048
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1773573592.342287
Last modification: 1773572920.9802048
Hostname: runnervm0kj6c
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-2' --float_param='-9.9457454681396484375' --choice_param='4' --int_param_two='-47' --nr_results=1
stdout:
 OO-Info: int_param: -2
OO-Info: int_param_two: -47
OO-Info: float_param: -9.9457454681396484375
OO-Info: choice_param: 4
RESULT: -29497.8730759842

stderr was empty
Result: {'RESULT': -29497.8730759842}
Final-results: {'RESULT': -29497.8730759842}
EXIT_CODE: 0
submitit INFO (2026-03-15 11:37:46,982) - Job completed successfully
submitit INFO (2026-03-15 11:37:46,982) - Exiting after successful completion