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
961.3967649638653	-945.2771283686161	-641.8732665479183	-886.3530587404966	-30285247.0307919

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

2026-05-13 22:53:37 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -30285247.0307919, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9327-8-g3d587dc4b)

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
0,1778712795,2,137019ef-1059-45c5-bb9e-488c478ed07d,1778712797,1778712803,6,.tests/optimization_example_all_float  --x=-782.79379010200500488281 --y=7.59589672088623046875 --z=908.99658203125 --a=774.37102794647216796875,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,-20307869.2840732000768184661865234375,-782.7937901020050048828125,7.59589672088623046875,908.99658203125,774.37102794647216796875
1,1778712806,2,137019ef-1059-45c5-bb9e-488c478ed07d,1778712808,1778712814,6,.tests/optimization_example_all_float  --x=961.39676496386528015137 --y=-945.27712836861610412598 --z=-641.87326654791831970215 --a=-886.35305874049663543701,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,-30285247.030791901051998138427734375,961.3967649638652801513671875,-945.2771283686161041259765625,-641.8732665479183197021484375,-886.35305874049663543701171875


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (last fully tested stable version 8 commits ago [35c250215b7365bf0aa1a8b33d7ddc1e197e7d1c, 9327])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-13 22:53:11] 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: afb1beb6-c133-4408-98b1-9e8516d0c77f
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                       /- _  `-/  '
                                                      (/\/ \ \   /\
                                                      / /   | `    \
                                                      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 --disable_notifications
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=152 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 961.3967649638653 │ -945.2771283686161 │ -641.8732665479183 │ -886.3530587404966 │ -30285247.0307919 │
└───────────────────┴────────────────────┴────────────────────┴────────────────────┴───────────────────┘
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 │   0.042 │    1 │        0.042 │
│         2 │   0.400 │    1 │        0.400 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.221 │      │              │
│    Median │   0.221 │      │              │
│     Total │   0.442 │      │              │
│       Max │   0.400 │      │              │
│       Min │   0.042 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.352 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 36s                                                                                                                                                                                 │
│    🏆 Best RESULT: -30285247.0307919                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/results.csv                                                                                                                │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, Started OmniOpt2 run...
2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, getting new HP set (no sbatch)
2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, eval #1/1 start                    
2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, starting new job                   
2026-05-13 22:53:15 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, started new job                    
2026-05-13 22:53:24 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, new result: RESULT: -20307869.284073
2026-05-13 22:53:25 (137019ef-1059-45c5-bb9e-488c478ed07d): SOBOL, best RESULT: -20307869.2840732, finishing jobs, finished 1 job
2026-05-13 22:53:26 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, getting new HP set (no sbatch)
2026-05-13 22:53:26 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, requested 1 jobs, got 1, 0.40 s/job
2026-05-13 22:53:26 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, eval #1/1 start                    
2026-05-13 22:53:26 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, starting new job                   
2026-05-13 22:53:26 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, started new job                    
2026-05-13 22:53:35 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -20307869.2840732, new result: RESULT: -30285247.030792
2026-05-13 22:53:37 (137019ef-1059-45c5-bb9e-488c478ed07d): BOTORCH_MODULAR, best RESULT: -30285247.0307919, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.264 │    1 │        0.264 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.352 │      │              │
│     Max │   0.264 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.042 │    1 │        0.042 │
│         2 │   0.400 │    1 │        0.400 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.221 │      │              │
│    Median │   0.221 │      │              │
│     Total │   0.442 │      │              │
│       Max │   0.400 │      │              │
│       Min │   0.042 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
disable_notifications	True
dump_config	None
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
1778712793,783.1875,26.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-30285247.0308	-20307869.2841	-25296558.1574	4988688.8734	2
x	-782.7938	961.3968	89.3015	872.0953	2
y	-945.2771	7.5959	-468.8406	476.4365	2
z	-641.8733	908.9966	133.5617	775.4349	2
a	-886.3531	774.371	-55.991	830.362	2

submitit INFO (2026-05-13 22:53:15,779) - Starting with JobEnvironment(job_id=120277, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-13 22:53:15,779) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/120277/120277_submitted.pkl
Trial-Index: 0

Parameters: {"x": -782.793790102005, "y": 7.5958967208862305, "z": 908.99658203125, "a": 774.3710279464722}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-782.79379010200500488281 --y=7.59589672088623046875 --z=908.99658203125 --a=774.37102794647216796875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1778710214.7251804
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778712797.4294875
Last modification: 1778710214.7251804
Hostname: runnervmeorf1
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-782.79379010200500488281 --y=7.59589672088623046875 --z=908.99658203125 --a=774.37102794647216796875 
stdout:
 x: -782.79379010200500488281
y: 7.59589672088623046875
z: 908.99658203125
a: 774.37102794647216796875
RESULT: -20307869.2840732

stderr was empty
Result: {'RESULT': -20307869.2840732}
Final-results: {'RESULT': -20307869.2840732}
EXIT_CODE: 0
submitit INFO (2026-05-13 22:53:23,449) - Job completed successfully
submitit INFO (2026-05-13 22:53:23,449) - Exiting after successful completion