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)

x	y	z	a	RESULT
818.7217935919762	988.0089964717627	-761.7211118340492	804.4265229254961	-28571844.1140198

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	-1000	1000	float	No
y	range	-1000	1000	float	No
z	range	-1000	1000	float	No
a	range	-1000	1000	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-01-04 11:19:43 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -28571844.1140198, finishing jobs, finished 1 job

Git-Version

Commit: 17490ac6efe4d73318824c31d8ab32d7a8875a52 (9213-5-g17490ac6e)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1767525561,2,0f5cb37f-1771-4807-9211-1c6032405e8b,1767525563,1767525569,6,.tests/optimization_example_all_float  --x=-612.21897602081298828125 --y=-240.16916751861572265625 --z=41.0602092742919921875 --a=-500.85386633872985839844,0,,runnervmdwttx,0_0,COMPLETED,SOBOL,-6975962.487633380107581615447998046875,-612.21897602081298828125,-240.16916751861572265625,41.0602092742919921875,-500.8538663387298583984375
1,1767525572,2,0f5cb37f-1771-4807-9211-1c6032405e8b,1767525574,1767525580,6,.tests/optimization_example_all_float  --x=818.72179359197616577148 --y=988.00899647176265716553 --z=-761.72111183404922485352 --a=804.42652292549610137939,0,,runnervmdwttx,1_0,COMPLETED,BOTORCH_MODULAR,-28571844.1140197999775409698486328125,818.721793591976165771484375,988.00899647176265716552734375,-761.721111834049224853515625,804.42652292549610137939453125


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

Current git-hash: 17490ac6efe4d73318824c31d8ab32d7a8875a52 (last fully tested stable version 5 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:19:18] 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: f4676e2a-560b-44f2-abdd-b6493c2e852f
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                         \
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                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            O O   ) /    |
                                                            `-^--'`<     '
                                                           (_.)  _  )   /
                                                            `.___/`    /
                                                              `-----' /
                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
                                                 <----'    `--' `.__,' \
                                                              |        |
                                                               \       /
                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
                                                       `--{__________)        \/
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=532 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_all_float  --x=%(x) --y=%(y) --z=%(z) --a=%(a)

                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ -1000       │ 1000        │ float │ No         │
│ y    │ range │ -1000       │ 1000        │ float │ No         │
│ z    │ range │ -1000       │ 1000        │ float │ No         │
│ a    │ range │ -1000       │ 1000        │ float │ 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)                                      
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ x                 ┃ y                 ┃ z                  ┃ a                 ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 818.7217935919762 │ 988.0089964717627 │ -761.7211118340492 │ 804.4265229254961 │ -28571844.1140198 │
└───────────────────┴───────────────────┴────────────────────┴───────────────────┴───────────────────┘
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 │   0.023 │    1 │        0.023 │
│         2 │   0.279 │    1 │        0.279 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.151 │      │              │
│    Median │   0.151 │      │              │
│     Total │   0.302 │      │              │
│       Max │   0.279 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.175 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, Started OmniOpt2 run...
2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, eval #1/1 start                    
2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, starting new job                   
2026-01-04 11:19:21 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, started new job                    
2026-01-04 11:19:30 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, new result: RESULT: -6975962.487633
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): SOBOL, best RESULT: -6975962.48763338, finishing jobs, finished 1 job
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, getting new HP set (no sbatch)
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, requested 1 jobs, got 1, 0.28 s/job
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, eval #1/1 start                    
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, starting new job                   
2026-01-04 11:19:32 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, started new job                    
2026-01-04 11:19:41 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -6975962.48763338, new result: RESULT: -28571844.114020
2026-01-04 11:19:43 (0f5cb37f-1771-4807-9211-1c6032405e8b): BOTORCH_MODULAR, best RESULT: -28571844.1140198, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.067 │    1 │        0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.175 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.067 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.279 │    1 │        0.279 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.151 │      │              │
│    Median │   0.151 │      │              │
│     Total │   0.302 │      │              │
│       Max │   0.279 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK']]
experiment_name	example_all_float
mem_gb	4
parameter	[['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000',
	'1000', 'float']]
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	False
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
1767525558,756.4140625,28.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-28571844.114	-6975962.4876	-17773903.3008	10797940.8132	2
x	-612.219	818.7218	103.2514	715.4704	2
y	-240.1692	988.009	373.9199	614.0891	2
z	-761.7211	41.0602	-360.3305	401.3907	2
a	-500.8539	804.4265	151.7863	652.6402	2

submitit INFO (2026-01-04 11:19:21,991) - Starting with JobEnvironment(job_id=141808, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:19:21,992) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/141808/141808_submitted.pkl
Trial-Index: 0

Parameters: {"x": -612.218976020813, "y": -240.16916751861572, "z": 41.06020927429199, "a": -500.85386633872986}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-612.21897602081298828125 --y=-240.16916751861572265625 --z=41.0602092742919921875 --a=-500.85386633872985839844 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1767522513.3091872
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767524853.5259883
Last modification: 1767522513.3091872
Hostname: runnervmdwttx
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-612.21897602081298828125 --y=-240.16916751861572265625 --z=41.0602092742919921875 --a=-500.85386633872985839844 
stdout:
 x: -612.21897602081298828125
y: -240.16916751861572265625
z: 41.0602092742919921875
a: -500.85386633872985839844
RESULT: -6975962.48763338

stderr was empty
Result: {'RESULT': -6975962.48763338}
Final-results: {'RESULT': -6975962.48763338}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:19:29,529) - Job completed successfully
submitit INFO (2026-01-04 11:19:29,530) - Exiting after successful completion