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	choice_param	RESULT
-30	-69	-83.90448197722435	hallo	-30	-83.90448197722435	-69	hallo	-145907.389156386

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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-12 21:09:03 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, finishing jobs, finished 1 job

Git-Version

Commit: 13b42d39143a080c27e201c0b0e07304f6d150f7 (9076-2-g13b42d391)

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
0,1762981720,2,1d04e7e9-7311-42ea-bc68-abb1a6808355,1762981722,1762981728,6,./.tests/optimization_example --random_sem --int_param='-30' --float_param='-83.90448197722434997559' --choice_param='hallo' --int_param_two='-69' --nr_results=1,0,,runnervmw9dnm,-30,-69,-83.9044819772243499755859375,hallo,0_0,COMPLETED,SOBOL,-145907.38915638599428348243236541748,-30,-83.9044819772243499755859375,-69,hallo
1,1762981731,2,1d04e7e9-7311-42ea-bc68-abb1a6808355,1762981733,1762981739,6,./.tests/optimization_example --random_sem --int_param='-90' --float_param='4.49122128153766109193' --choice_param='4' --int_param_two='-14' --nr_results=1,0,,runnervmw9dnm,-90,-14,4.491221281537661091931568080327,4,1_0,COMPLETED,BOTORCH_MODULAR,-94129.108557843603193759918212890625,-90,4.491221281537661091931568080327,-14,4


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

Current git-hash: 13b42d39143a080c27e201c0b0e07304f6d150f7 (last fully tested stable version 2 commits ago [c636b5afbc836cc39018cd3cb21ab295e3b7be3c, 9076])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 21:08:36] ax.service.utils.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: d355b8eb-6908-4846-9a9d-2f44476d884d
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
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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 Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=742 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 --random_sem --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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        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 ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -30               │ -69                   │ -83.90448197722435  │ hallo                │ -30       │ -83.90448197722435 │ -69           │ hallo        │ -145907.389156386 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │   0.015 │    1 │        0.015 │
│         2 │   0.533 │    1 │        0.533 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.274 │      │              │
│     Total │   0.548 │      │              │
│       Max │   0.533 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.156 │      │              │
│  Median │   0.156 │      │              │
│   Total │   0.311 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, Started OmniOpt2 run...
2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, getting new HP set (no sbatch)
2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, eval #1/1 start                    
2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, starting new job                   
2025-11-12 21:08:40 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, started new job                    
2025-11-12 21:08:49 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, new result: RESULT: -145907.389156 (SEM: 0.643625)
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): SOBOL, best RESULT: -145907.389156386, finishing jobs, finished 1 job
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, getting new HP set (no sbatch)
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, requested 1 jobs, got 1, 0.53 s/job
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, eval #1/1 start                    
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, starting new job                   
2025-11-12 21:08:51 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, started new job                    
2025-11-12 21:09:01 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, new result: RESULT: -94129.108558 (SEM: 0.676376)
2025-11-12 21:09:03 (1d04e7e9-7311-42ea-bc68-abb1a6808355): BOTORCH_MODULAR, best RESULT: -145907.389156386, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.156 │      │              │
│  Median │   0.156 │      │              │
│   Total │   0.311 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.533 │    1 │        0.533 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.274 │      │              │
│    Median │   0.274 │      │              │
│     Total │   0.548 │      │              │
│       Max │   0.533 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1yYW5kb21fc2VtIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9w…
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']]
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
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
1762981716,776.15234375,27.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-90	-30	-60	30	2
OO_Info_int_param_two	-69	-14	-41.5	27.5	2
OO_Info_float_param	-83.9045	4.4912	-39.7066	44.1979	2
OO_Info_choice_param	No numerical statistics available
RESULT	-145907.3892	-94129.1086	-120018.2489	25889.1403	2
int_param	-90	-30	-60	30	2
float_param	-83.9045	4.4912	-39.7066	44.1979	2
int_param_two	-69	-14	-41.5	27.5	2
choice_param	No numerical statistics available

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-12 21:08:40,771) - Starting with JobEnvironment(job_id=104146, hostname=runnervmw9dnm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 21:08:40,771) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/104146/104146_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -30, "float_param": -83.90448197722435, "int_param_two": -69, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-30' --float_param='-83.90448197722434997559' --choice_param='hallo' --int_param_two='-69' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762980828.2664974
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762981193.9401364
Last modification: 1762980828.2664974
Hostname: runnervmw9dnm
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-30' --float_param='-83.90448197722434997559' --choice_param='hallo' --int_param_two='-69' --nr_results=1
stdout:
 OO-Info: int_param: -30
OO-Info: int_param_two: -69
OO-Info: float_param: -83.90448197722434997559
OO-Info: choice_param: hallo
RESULT: -145907.389156386
SEM-RESULT: 0.643624767734767

stderr was empty
Result: {'RESULT': -145907.389156386}
Final-results: {'RESULT': (-145907.389156386, 0.643624767734767)}
EXIT_CODE: 0
submitit INFO (2025-11-12 21:08:48,350) - Job completed successfully
submitit INFO (2025-11-12 21:08:48,350) - Exiting after successful completion