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
723.9061668515205	974.6398814022541	-944.6520768105984	636.2961139529943	-27590149.0846737

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

2026-05-06 11:50:57 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -27590149.0846737, 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,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1778068236,2,db1ff492-89e2-42c4-a802-8793195ed3c9,1778068238,1778068244,6,.tests/optimization_example_all_float  --x=113.4731769561767578125 --y=-911.53417527675628662109 --z=692.37911701202392578125 --a=-382.92676210403442382812,0,,runnervmrc6n4,0_0,COMPLETED,SOBOL,-14733762.8738219998776912689208984375,113.4731769561767578125,-911.53417527675628662109375,692.37911701202392578125,-382.926762104034423828125
1,1778068247,2,db1ff492-89e2-42c4-a802-8793195ed3c9,1778068249,1778068255,6,.tests/optimization_example_all_float  --x=723.90616685152053833008 --y=974.63988140225410461426 --z=-944.65207681059837341309 --a=636.29611395299434661865,0,,runnervmrc6n4,1_0,COMPLETED,BOTORCH_MODULAR,-27590149.0846736989915370941162109375,723.906166851520538330078125,974.6398814022541046142578125,-944.6520768105983734130859375,636.29611395299434661865234375


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

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 11:50:33] 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: 9ee4bcdd-689d-407f-8597-e0fa9142ffc6
  _________________________________________________
 /                                                 \
| OmniOpt2 - Fine-tuning on the frequency of realit |
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                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
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=98 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 723.9061668515205 │ 974.6398814022541 │ -944.6520768105984 │ 636.2961139529943 │ -27590149.0846737 │
└───────────────────┴───────────────────┴────────────────────┴───────────────────┴───────────────────┘
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 │   0.024 │    1 │        0.024 │
│         2 │   0.463 │    1 │        0.463 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.243 │      │              │
│    Median │   0.243 │      │              │
│     Total │   0.487 │      │              │
│       Max │   0.463 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.189 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, Started OmniOpt2 run...
2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, getting new HP set (no sbatch)
2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, eval #1/1 start                    
2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, starting new job                   
2026-05-06 11:50:36 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, started new job                    
2026-05-06 11:50:45 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, new result: RESULT: -14733762.873822
2026-05-06 11:50:46 (db1ff492-89e2-42c4-a802-8793195ed3c9): SOBOL, best RESULT: -14733762.873822, finishing jobs, finished 1 job
2026-05-06 11:50:47 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, getting new HP set (no sbatch)
2026-05-06 11:50:47 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, requested 1 jobs, got 1, 0.46 s/job
2026-05-06 11:50:47 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, eval #1/1 start                    
2026-05-06 11:50:47 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, starting new job                   
2026-05-06 11:50:47 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, started new job                    
2026-05-06 11:50:56 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -14733762.873822, new result: RESULT: -27590149.084674
2026-05-06 11:50:57 (db1ff492-89e2-42c4-a802-8793195ed3c9): BOTORCH_MODULAR, best RESULT: -27590149.0846737, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.189 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.463 │    1 │        0.463 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.243 │      │              │
│    Median │   0.243 │      │              │
│     Total │   0.487 │      │              │
│       Max │   0.463 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778068234,741.38671875,28.4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-27590149.0847	-14733762.8738	-21161955.9792	6428193.1054	2
x	113.4732	723.9062	418.6897	305.2165	2
y	-911.5342	974.6399	31.5529	943.087	2
z	-944.6521	692.3791	-126.1365	818.5156	2
a	-382.9268	636.2961	126.6847	509.6114	2

submitit INFO (2026-05-06 11:50:36,764) - Starting with JobEnvironment(job_id=121876, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 11:50:36,764) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/121876/121876_submitted.pkl
Trial-Index: 0

Parameters: {"x": 113.47317695617676, "y": -911.5341752767563, "z": 692.3791170120239, "a": -382.9267621040344}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=113.4731769561767578125 --y=-911.53417527675628662109 --z=692.37911701202392578125 --a=-382.92676210403442382812 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1778065906.4446623
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778068238.228907
Last modification: 1778065906.4446623
Hostname: runnervmrc6n4
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=113.4731769561767578125 --y=-911.53417527675628662109 --z=692.37911701202392578125 --a=-382.92676210403442382812 
stdout:
 x: 113.4731769561767578125
y: -911.53417527675628662109
z: 692.37911701202392578125
a: -382.92676210403442382812
RESULT: -14733762.873822

stderr was empty
Result: {'RESULT': -14733762.873822}
Final-results: {'RESULT': -14733762.873822}
EXIT_CODE: 0
submitit INFO (2026-05-06 11:50:44,253) - Job completed successfully
submitit INFO (2026-05-06 11:50:44,254) - Exiting after successful completion