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
-98	-10	-13.762535176670552	1	-98	-13.762535176670553	-10	1	1	-112303.647262558

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

2026-03-26 09:33:33 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -112303.647262558, finishing jobs, finished 1 job

Git-Version

Commit: e188e113bd67d7034e782e74dc3d1f1b616e1904 (9275-4-ge188e113b)

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
0,1774517591,2,02eba72b-8834-4492-b38c-5954fb4f663f,1774517593,1774517599,6,./.tests/optimization_example  --int_param='-35' --float_param='-61.29962056875228881836' --choice_param='16' --int_param_two='-42' --nr_results=1,0,,runnervm46oaq,-35,-42,-61.299620568752288818359375,16,0_0,COMPLETED,SOBOL,-83230.116875605206587351858615875244,-35,-61.299620568752288818359375,-42,0,16
1,1774517602,2,02eba72b-8834-4492-b38c-5954fb4f663f,1774517604,1774517610,6,./.tests/optimization_example  --int_param='-98' --float_param='-13.76253517667055348284' --choice_param='1' --int_param_two='-10' --nr_results=1,0,,runnervm46oaq,-98,-10,-13.762535176670551706479272979777,1,1_0,COMPLETED,BOTORCH_MODULAR,-112303.647262558006332255899906158447,-98,-13.762535176670553482836112380028,-10,1,1


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

Current git-hash: e188e113bd67d7034e782e74dc3d1f1b616e1904 (last fully tested stable version 4 commits ago [ddb405379e934ab3c2f2cc6ec0a4817962090116, 9275])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 03-26 09:33:07] 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: 1af25932-fc86-4b7a-a910-0ab21bd65107
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
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=179 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -98               │ -10                   │ -13.762535176670552 │ 1                    │ -98       │ -13.762535176670553 │ -10           │ 1           │ 1            │ -112303.647262558 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴─────────────┴──────────────┴───────────────────┘
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 │   0.050 │    1 │        0.050 │
│         2 │   0.726 │    1 │        0.726 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.388 │      │              │
│    Median │   0.388 │      │              │
│     Total │   0.776 │      │              │
│       Max │   0.726 │      │              │
│       Min │   0.050 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.251 │    1 │        0.251 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.168 │      │              │
│  Median │   0.168 │      │              │
│   Total │   0.335 │      │              │
│     Max │   0.251 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, Started OmniOpt2 run...
2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, getting new HP set (no sbatch)
2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, eval #1/1 start                    
2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, starting new job                   
2026-03-26 09:33:11 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, started new job                    
2026-03-26 09:33:20 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, new result: RESULT: -83230.116876  
2026-03-26 09:33:21 (02eba72b-8834-4492-b38c-5954fb4f663f): SOBOL, best RESULT: -83230.1168756052, finishing jobs, finished 1 job
2026-03-26 09:33:22 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, getting new HP set (no sbatch)
2026-03-26 09:33:22 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, requested 1 jobs, got 1, 0.73 s/job
2026-03-26 09:33:22 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, eval #1/1 start                    
2026-03-26 09:33:22 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, starting new job                   
2026-03-26 09:33:22 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, started new job                    
2026-03-26 09:33:31 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -83230.1168756052, new result: RESULT: -112303.647263 
2026-03-26 09:33:33 (02eba72b-8834-4492-b38c-5954fb4f663f): BOTORCH_MODULAR, best RESULT: -112303.647262558, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.251 │    1 │        0.251 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.168 │      │              │
│  Median │   0.168 │      │              │
│   Total │   0.335 │      │              │
│     Max │   0.251 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.050 │    1 │        0.050 │
│         2 │   0.726 │    1 │        0.726 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.388 │      │              │
│    Median │   0.388 │      │              │
│     Total │   0.776 │      │              │
│       Max │   0.726 │      │              │
│       Min │   0.050 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1774517589,770.625,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-98	-35	-66.5	31.5	2
OO_Info_int_param_two	-42	-10	-26	16	2
OO_Info_float_param	-61.2996	-13.7625	-37.5311	23.7685	2
OO_Info_choice_param	1	16	8.5	7.5	2
RESULT	-112303.6473	-83230.1169	-97766.8821	14536.7652	2
int_param	-98	-35	-66.5	31.5	2
float_param	-61.2996	-13.7625	-37.5311	23.7685	2
int_param_two	-42	-10	-26	16	2
fail_or_not	0	1	0.5	0.5	2
choice_param	1	16	8.5	7.5	2

submitit INFO (2026-03-26 09:33:11,634) - Starting with JobEnvironment(job_id=94024, hostname=runnervm46oaq, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-03-26 09:33:11,634) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4/single_runs/94024/94024_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -35, "float_param": -61.29962056875229, "int_param_two": -42, "fail_or_not": 0, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-35' --float_param='-61.29962056875228881836' --choice_param='16' --int_param_two='-42' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1774515879.406137
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1774516533.7058449
Last modification: 1774515879.406137
Hostname: runnervm46oaq
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-35' --float_param='-61.29962056875228881836' --choice_param='16' --int_param_two='-42' --nr_results=1
stdout:
 OO-Info: int_param: -35
OO-Info: int_param_two: -42
OO-Info: float_param: -61.29962056875228881836
OO-Info: choice_param: 16
RESULT: -83230.1168756052

stderr was empty
Result: {'RESULT': -83230.1168756052}
Final-results: {'RESULT': -83230.1168756052}
EXIT_CODE: 0
submitit INFO (2026-03-26 09:33:19,143) - Job completed successfully
submitit INFO (2026-03-26 09:33:19,143) - Exiting after successful completion