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
-9	-98	-4.2021632655614125	2	-9	-4.2021632655614125	-98	2	-108152.51808766

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

2026-05-06 11:17:16 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -108152.51808766, finishing jobs, finished 1 job

Git-Version

Commit: 2beafd4eb7ceada8d47cd0d837df6a623415e22f (9293-1-g2beafd4eb)

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
0,1778066214,2,a0120254-5242-4f62-94de-0270194d6e69,1778066216,1778066222,6,./.tests/optimization_example --random_sem --int_param='-63' --float_param='-57.70906209945678710938' --choice_param='hallo' --int_param_two='-6' --nr_results=1,0,,runnervmrc6n4,-63,-6,-57.709062099456794214802357601002,hallo,0_0,COMPLETED,SOBOL,-87377.984693935301038436591625213623,-63,-57.709062099456787109375,-6,hallo
1,1778066226,1,a0120254-5242-4f62-94de-0270194d6e69,1778066227,1778066233,6,./.tests/optimization_example --random_sem --int_param='-9' --float_param='-4.20216326556141250848' --choice_param='2' --int_param_two='-98' --nr_results=1,0,,runnervmrc6n4,-9,-98,-4.202163265561412508475314098177,2,1_0,COMPLETED,BOTORCH_MODULAR,-108152.518087660006131045520305633545,-9,-4.202163265561412508475314098177,-98,2


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

Current git-hash: 2beafd4eb7ceada8d47cd0d837df6a623415e22f (last fully tested stable version 1 commit ago [6efe9b5645abb6a4e0471dd42a96833aed7eb7e7, 9293])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 11:16:52] 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: 196828de-9c0d-4f56-8f84-113cf84e9271
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \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 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=388 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -9                │ -98                   │ -4.2021632655614125 │ 2                    │ -9        │ -4.2021632655614125 │ -98           │ 2            │ -108152.51808766 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┘
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 │   0.030 │    1 │        0.030 │
│         2 │   0.509 │    1 │        0.509 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.269 │      │              │
│    Median │   0.269 │      │              │
│     Total │   0.538 │      │              │
│       Max │   0.509 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.117 │    1 │        0.117 │
│       2 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.189 │      │              │
│     Max │   0.117 │      │              │
│     Min │   0.071 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-06 11:16:54 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, Started OmniOpt2 run...
2026-05-06 11:16:54 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:16:54 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 11:16:54 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, eval #1/1 start                    
2026-05-06 11:16:54 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, starting new job                   
2026-05-06 11:16:55 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, started new job                    
2026-05-06 11:17:04 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, new result: RESULT: -87377.984694 (SEM: 0.508706)
2026-05-06 11:17:05 (a0120254-5242-4f62-94de-0270194d6e69): SOBOL, best RESULT: -87377.9846939353, finishing jobs, finished 1 job
2026-05-06 11:17:05 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, getting new HP set (no sbatch)
2026-05-06 11:17:05 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, requested 1 jobs, got 1, 0.51 s/job
2026-05-06 11:17:05 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, eval #1/1 start                    
2026-05-06 11:17:06 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, starting new job                   
2026-05-06 11:17:06 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, started new job                    
2026-05-06 11:17:15 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -87377.9846939353, new result: RESULT: -108152.518088 (SEM: 0.383476)
2026-05-06 11:17:16 (a0120254-5242-4f62-94de-0270194d6e69): BOTORCH_MODULAR, best RESULT: -108152.51808766, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.117 │    1 │        0.117 │
│       2 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.189 │      │              │
│     Max │   0.117 │      │              │
│     Min │   0.071 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.509 │    1 │        0.509 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.269 │      │              │
│    Median │   0.269 │      │              │
│     Total │   0.538 │      │              │
│       Max │   0.509 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778066212,740.6875,28.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-63	-9	-36	27	2
OO_Info_int_param_two	-98	-6	-52	46	2
OO_Info_float_param	-57.7091	-4.2022	-30.9556	26.7534	2
OO_Info_choice_param	No numerical statistics available
RESULT	-108152.5181	-87377.9847	-97765.2514	10387.2667	2
int_param	-63	-9	-36	27	2
float_param	-57.7091	-4.2022	-30.9556	26.7534	2
int_param_two	-98	-6	-52	46	2
choice_param	No numerical statistics available

submitit INFO (2026-05-06 11:16:55,287) - Starting with JobEnvironment(job_id=85861, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:16:55,287) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/85861/85861_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -63, "float_param": -57.70906209945679, "int_param_two": -6, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-63' --float_param='-57.70906209945678710938' --choice_param='hallo' --int_param_two='-6' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778065048.0678763
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778065658.0825121
Last modification: 1778065048.0678763
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-63' --float_param='-57.70906209945678710938' --choice_param='hallo' --int_param_two='-6' --nr_results=1
stdout:
 OO-Info: int_param: -63
OO-Info: int_param_two: -6
OO-Info: float_param: -57.70906209945678710938
OO-Info: choice_param: hallo
RESULT: -87377.9846939353
SEM-RESULT: 0.508706453795643

stderr was empty
Result: {'RESULT': -87377.9846939353}
Final-results: {'RESULT': (-87377.9846939353, 0.508706453795643)}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:17:02,777) - Job completed successfully
submitit INFO (2026-05-06 11:17:02,777) - Exiting after successful completion