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
970.9527790546417	730.5206153541803	-974.6540151536465	812.605744227767	-30728848.0009618

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 11:22:22 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -30728848.0009618, finishing jobs, finished 1 job

Git-Version

Commit: 180ade88924f65eb827019be7574720f939dc099 (9213-6-g180ade889)

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
0,1767525720,2,b566802f-248a-4ae4-b28a-99a36ebac457,1767525722,1767525728,6,.tests/optimization_example_all_float  --x=-929.2142391204833984375 --y=-926.7067387700080871582 --z=381.017208099365234375 --a=-738.23580145835876464844,0,,runnervmh13bl,0_0,COMPLETED,SOBOL,-24330282.4590557999908924102783203125,-929.2142391204833984375,-926.706738770008087158203125,381.017208099365234375,-738.2358014583587646484375
1,1767525731,2,b566802f-248a-4ae4-b28a-99a36ebac457,1767525733,1767525739,6,.tests/optimization_example_all_float  --x=970.95277905464172363281 --y=730.52061535418033599854 --z=-974.65401515364646911621 --a=812.60574422776699066162,0,,runnervmh13bl,1_0,COMPLETED,BOTORCH_MODULAR,-30728848.0009617991745471954345703125,970.9527790546417236328125,730.52061535418033599853515625,-974.6540151536464691162109375,812.60574422776699066162109375


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

Current git-hash: 180ade88924f65eb827019be7574720f939dc099 (last fully tested stable version 6 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:21:56] 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: 94963bc3-5478-4b14-9663-c12df22677e2
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=536 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 970.9527790546417 │ 730.5206153541803 │ -974.6540151536465 │ 812.605744227767 │ -30728848.0009618 │
└───────────────────┴───────────────────┴────────────────────┴──────────────────┴───────────────────┘
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 │   0.035 │    1 │        0.035 │
│         2 │   0.482 │    1 │        0.482 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.258 │      │              │
│    Median │   0.258 │      │              │
│     Total │   0.517 │      │              │
│       Max │   0.482 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.226 │    1 │        0.226 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.157 │      │              │
│  Median │   0.157 │      │              │
│   Total │   0.314 │      │              │
│     Max │   0.226 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, Started OmniOpt2 run...
2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, eval #1/1 start                    
2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, starting new job                   
2026-01-04 11:22:00 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, started new job                    
2026-01-04 11:22:09 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, new result: RESULT: -24330282.459056
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): SOBOL, best RESULT: -24330282.4590558, finishing jobs, finished 1 job
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, getting new HP set (no sbatch)
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, requested 1 jobs, got 1, 0.48 s/job
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, eval #1/1 start                    
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, starting new job                   
2026-01-04 11:22:11 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, started new job                    
2026-01-04 11:22:20 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -24330282.4590558, new result: RESULT: -30728848.000962
2026-01-04 11:22:22 (b566802f-248a-4ae4-b28a-99a36ebac457): BOTORCH_MODULAR, best RESULT: -30728848.0009618, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.226 │    1 │        0.226 │
│       2 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.157 │      │              │
│  Median │   0.157 │      │              │
│   Total │   0.314 │      │              │
│     Max │   0.226 │      │              │
│     Min │   0.087 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.035 │    1 │        0.035 │
│         2 │   0.482 │    1 │        0.482 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.258 │      │              │
│    Median │   0.258 │      │              │
│     Total │   0.517 │      │              │
│       Max │   0.482 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767525718,782.8125,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-30728848.001	-24330282.4591	-27529565.23	3199282.771	2
x	-929.2142	970.9528	20.8693	950.0835	2
y	-926.7067	730.5206	-98.0931	828.6137	2
z	-974.654	381.0172	-296.8184	677.8356	2
a	-738.2358	812.6057	37.185	775.4208	2

submitit INFO (2026-01-04 11:22:00,988) - Starting with JobEnvironment(job_id=116886, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:22:00,988) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/116886/116886_submitted.pkl
Trial-Index: 0

Parameters: {"x": -929.2142391204834, "y": -926.7067387700081, "z": 381.01720809936523, "a": -738.2358014583588}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-929.2142391204833984375 --y=-926.7067387700080871582 --z=381.017208099365234375 --a=-738.23580145835876464844 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1767523370.5247588
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767525722.4534693
Last modification: 1767523370.5247588
Hostname: runnervmh13bl
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-929.2142391204833984375 --y=-926.7067387700080871582 --z=381.017208099365234375 --a=-738.23580145835876464844 
stdout:
 x: -929.2142391204833984375
y: -926.7067387700080871582
z: 381.017208099365234375
a: -738.23580145835876464844
RESULT: -24330282.4590558

stderr was empty
Result: {'RESULT': -24330282.4590558}
Final-results: {'RESULT': -24330282.4590558}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:22:08,465) - Job completed successfully
submitit INFO (2026-01-04 11:22:08,466) - Exiting after successful completion