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
-29	-57	-81.923658400774	16	-29	-81.923658400774	-57	16	-126566.943897744

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 11:34:18 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, finishing jobs, finished 1 job

Git-Version

Commit: 5b9cac200aabb178fc786587006924630ac64f87 (9293-4-g5b9cac200)

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
0,1778067236,2,d285fc08-d3f3-4323-b792-1b093f7baf0d,1778067238,1778067244,6,./.tests/optimization_example --random_sem --int_param='-29' --float_param='-81.9236584007740020752' --choice_param='16' --int_param_two='-57' --nr_results=1,0,,runnervmeorf1,-29,-57,-81.9236584007740020751953125,16,0_0,COMPLETED,SOBOL,-126566.943897744000423699617385864258,-29,-81.9236584007740020751953125,-57,16
1,1778067247,2,d285fc08-d3f3-4323-b792-1b093f7baf0d,1778067249,1778067255,6,./.tests/optimization_example --random_sem --int_param='-77' --float_param='9.35415811642591954467' --choice_param='hallo' --int_param_two='-58' --nr_results=1,0,,runnervmeorf1,-77,-58,9.354158116425919544667522131931,hallo,1_0,COMPLETED,BOTORCH_MODULAR,-107189.706929028005106374621391296387,-77,9.354158116425919544667522131931,-58,hallo


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

Current git-hash: 5b9cac200aabb178fc786587006924630ac64f87 (last fully tested stable version 4 commits ago [6efe9b5645abb6a4e0471dd42a96833aed7eb7e7, 9293])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 11:33:52] 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: 4e4b2639-1724-47f5-829b-cfe2787bd16f
  _________________________________________________
 /                                                 \
| OmniOpt2 - Finds minima faster than a squirrel on |
|  espresso.                                        |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
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=415 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -29               │ -57                   │ -81.923658400774    │ 16                   │ -29       │ -81.923658400774 │ -57           │ 16           │ -126566.943897744 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴──────────────────┴───────────────┴──────────────┴───────────────────┘
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 │   0.051 │    1 │        0.051 │
│         2 │   0.461 │    1 │        0.461 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.256 │      │              │
│    Median │   0.256 │      │              │
│     Total │   0.512 │      │              │
│       Max │   0.461 │      │              │
│       Min │   0.051 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.348 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-06 11:33:56 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, Started OmniOpt2 run...
2026-05-06 11:33:56 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:33:56 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-06 11:33:56 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, eval #1/1 start                    
2026-05-06 11:33:56 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, starting new job                   
2026-05-06 11:33:57 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, started new job                    
2026-05-06 11:34:06 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, new result: RESULT: -126566.943898 (SEM: 0.639756)
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): SOBOL, best RESULT: -126566.943897744, finishing jobs, finished 1 job
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, getting new HP set (no sbatch)
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, requested 1 jobs, got 1, 0.46 s/job
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, eval #1/1 start                    
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, starting new job                   
2026-05-06 11:34:07 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, started new job                    
2026-05-06 11:34:16 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, new result: RESULT: -107189.706929 (SEM: 0.536032)
2026-05-06 11:34:18 (d285fc08-d3f3-4323-b792-1b093f7baf0d): BOTORCH_MODULAR, best RESULT: -126566.943897744, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.261 │    1 │        0.261 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.348 │      │              │
│     Max │   0.261 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.051 │    1 │        0.051 │
│         2 │   0.461 │    1 │        0.461 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.256 │      │              │
│    Median │   0.256 │      │              │
│     Total │   0.512 │      │              │
│       Max │   0.461 │      │              │
│       Min │   0.051 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778067234,771.27734375,26.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-77	-29	-53	24	2
OO_Info_int_param_two	-58	-57	-57.5	0.5	2
OO_Info_float_param	-81.9237	9.3542	-36.2848	45.6389	2
OO_Info_choice_param	No numerical statistics available
RESULT	-126566.9439	-107189.7069	-116878.3254	9688.6185	2
int_param	-77	-29	-53	24	2
float_param	-81.9237	9.3542	-36.2848	45.6389	2
int_param_two	-58	-57	-57.5	0.5	2
choice_param	No numerical statistics available

submitit INFO (2026-05-06 11:33:57,253) - Starting with JobEnvironment(job_id=82453, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:33:57,253) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/3/single_runs/82453/82453_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -29, "float_param": -81.923658400774, "int_param_two": -57, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --random_sem --int_param='-29' --float_param='-81.9236584007740020752' --choice_param='16' --int_param_two='-57' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778065913.3187065
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778066552.3826883
Last modification: 1778065913.3187065
Hostname: runnervmeorf1
========
DEBUG INFOS END

./.tests/optimization_example --random_sem --int_param='-29' --float_param='-81.9236584007740020752' --choice_param='16' --int_param_two='-57' --nr_results=1
stdout:
 OO-Info: int_param: -29
OO-Info: int_param_two: -57
OO-Info: float_param: -81.9236584007740020752
OO-Info: choice_param: 16
RESULT: -126566.943897744
SEM-RESULT: 0.639756029312597

stderr was empty
Result: {'RESULT': -126566.943897744}
Final-results: {'RESULT': (-126566.943897744, 0.639756029312597)}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:34:04,785) - Job completed successfully
submitit INFO (2026-05-06 11:34:04,785) - Exiting after successful completion