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
865.417568013072	-918.4743408113718	-937.1283780783415	883.7340865284204	-32527105.7410176

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 11:07:53 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -32527105.7410176, 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
0,1767524851,2,52ce3309-72da-4118-9007-3c5b405cbd93,1767524853,1767524859,6,.tests/optimization_example_all_float  --x=-385.90735197067260742188 --y=882.3020458221435546875 --z=-295.45009136199951171875 --a=-195.12361288070678710938,0,,runnervmdwttx,0_0,COMPLETED,SOBOL,-10536249.4143826998770236968994140625,-385.907351970672607421875,882.3020458221435546875,-295.45009136199951171875,-195.123612880706787109375
1,1767524862,2,52ce3309-72da-4118-9007-3c5b405cbd93,1767524864,1767524870,6,.tests/optimization_example_all_float  --x=865.41756801307201385498 --y=-918.47434081137180328369 --z=-937.12837807834148406982 --a=883.73408652842044830322,0,,runnervmdwttx,1_0,COMPLETED,BOTORCH_MODULAR,-32527105.7410175986588001251220703125,865.41756801307201385498046875,-918.47434081137180328369140625,-937.12837807834148406982421875,883.73408652842044830322265625


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

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 11:07:28] 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: fde5a3e6-bbcc-45a5-85d5-818ab12be2e8
  _________________________________________________
 /                                                 \
| OmniOpt2 - As timeless as Metropolis, but with be |
| tter optimization.                                |
 \                                                 /
  =================================================
                                                 \
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                                                   \
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                                                              ,.
                                                             (_|,.
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                                                         __j o``-'        `.'-)'
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                                                         `-j                |
                                                           `-._(           /
                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=527 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            ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 865.417568013072 │ -918.4743408113718 │ -937.1283780783415 │ 883.7340865284204 │ -32527105.7410176 │
└──────────────────┴────────────────────┴────────────────────┴───────────────────┴───────────────────┘
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 │   0.278 │    1 │        0.278 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.150 │      │              │
│    Median │   0.150 │      │              │
│     Total │   0.301 │      │              │
│       Max │   0.278 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.088 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.176 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, Started OmniOpt2 run...
2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, eval #1/1 start                    
2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, starting new job                   
2026-01-04 11:07:31 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, started new job                    
2026-01-04 11:07:40 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, new result: RESULT: -10536249.414383
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): SOBOL, best RESULT: -10536249.4143827, finishing jobs, finished 1 job
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, getting new HP set (no sbatch)
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, requested 1 jobs, got 1, 0.28 s/job
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, eval #1/1 start                    
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, starting new job                   
2026-01-04 11:07:42 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, started new job                    
2026-01-04 11:07:51 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -10536249.4143827, new result: RESULT: -32527105.741018
2026-01-04 11:07:53 (52ce3309-72da-4118-9007-3c5b405cbd93): BOTORCH_MODULAR, best RESULT: -32527105.7410176, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.088 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.176 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.278 │    1 │        0.278 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.150 │      │              │
│    Median │   0.150 │      │              │
│     Total │   0.301 │      │              │
│       Max │   0.278 │      │              │
│       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
1767524848,756.82421875,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-32527105.741	-10536249.4144	-21531677.5777	10995428.1633	2
x	-385.9074	865.4176	239.7551	625.6625	2
y	-918.4743	882.302	-18.0861	900.3882	2
z	-937.1284	-295.4501	-616.2892	320.8391	2
a	-195.1236	883.7341	344.3052	539.4288	2

submitit INFO (2026-01-04 11:07:32,028) - Starting with JobEnvironment(job_id=119614, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:07:32,028) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/119614/119614_submitted.pkl
Trial-Index: 0

Parameters: {"x": -385.9073519706726, "y": 882.3020458221436, "z": -295.4500913619995, "a": -195.1236128807068}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-385.90735197067260742188 --y=882.3020458221435546875 --z=-295.45009136199951171875 --a=-195.12361288070678710938 
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=-385.90735197067260742188 --y=882.3020458221435546875 --z=-295.45009136199951171875 --a=-195.12361288070678710938 
stdout:
 x: -385.90735197067260742188
y: 882.3020458221435546875
z: -295.45009136199951171875
a: -195.12361288070678710938
RESULT: -10536249.4143827

stderr was empty
Result: {'RESULT': -10536249.4143827}
Final-results: {'RESULT': -10536249.4143827}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:07:39,549) - Job completed successfully
submitit INFO (2026-01-04 11:07:39,549) - Exiting after successful completion