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
-865.363048389554	-886.4921145141125	-901.0063037276268	939.0959274023771	-32459209.869543

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 14:44:41 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -32459209.869543, finishing jobs, finished 1 job

Git-Version

Commit: 0b4ade6a71a0cdb8e1cbd17c4714905a9220d325 (9226-1-g0b4ade6a7)

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
0,1767537859,2,93e50ac3-4c44-4a26-acfa-8b9331868eb9,1767537861,1767537867,6,.tests/optimization_example_all_float  --x=-33.59401226043701171875 --y=266.655445098876953125 --z=154.32417392730712890625 --a=-235.95756292343139648438,0,,runnervmh13bl,0_0,COMPLETED,SOBOL,-1503696.502965240040794014930725097656,-33.59401226043701171875,266.655445098876953125,154.32417392730712890625,-235.957562923431396484375
1,1767537870,2,93e50ac3-4c44-4a26-acfa-8b9331868eb9,1767537872,1767537878,6,.tests/optimization_example_all_float  --x=-865.36304838955402374268 --y=-886.49211451411247253418 --z=-901.00630372762680053711 --a=939.09592740237712860107,0,,runnervmh13bl,1_0,COMPLETED,BOTORCH_MODULAR,-32459209.86954300105571746826171875,-865.36304838955402374267578125,-886.4921145141124725341796875,-901.006303727626800537109375,939.09592740237712860107421875


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

Current git-hash: 0b4ade6a71a0cdb8e1cbd17c4714905a9220d325 (last fully tested stable version 1 commit ago [3bb4fe033a6a03e62be268ba0b4f542c23d2c237, 9226])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 14:44:15] 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: aa9312f2-28c8-4dfc-86b1-2e5ed6a7d6f8
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning hyperparameters like a caffeina |
| ted monk with a Rubik's Cube.                     |
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                                                            \@_^_\@'/   \\/_   //    |   \\   \\
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                                                         ( //) |        \\///      |     \\     \\
                                                       ( / /) _|_ /   )  //       |      \\     _\\
                                                     ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                                   (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                                  (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                                  (( /// ))      `.   {            }                   /      \\  \\
                                                   (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                              ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                                ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                                   /.-~
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=565 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -865.363048389554 │ -886.4921145141125 │ -901.0063037276268 │ 939.0959274023771 │ -32459209.869543 │
└───────────────────┴────────────────────┴────────────────────┴───────────────────┴──────────────────┘
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 │   0.034 │    1 │        0.034 │
│         2 │   0.344 │    1 │        0.344 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.189 │      │              │
│    Median │   0.189 │      │              │
│     Total │   0.378 │      │              │
│       Max │   0.344 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.233 │    1 │        0.233 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.159 │      │              │
│  Median │   0.159 │      │              │
│   Total │   0.318 │      │              │
│     Max │   0.233 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, Started OmniOpt2 run...
2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, getting new HP set (no sbatch)
2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, eval #1/1 start                    
2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, starting new job                   
2026-01-04 14:44:19 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, started new job                    
2026-01-04 14:44:28 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, new result: RESULT: -1503696.502965
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): SOBOL, best RESULT: -1503696.50296524, finishing jobs, finished 1 job
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, getting new HP set (no sbatch)
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, requested 1 jobs, got 1, 0.34 s/job
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, eval #1/1 start                    
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, starting new job                   
2026-01-04 14:44:30 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, started new job                    
2026-01-04 14:44:39 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -1503696.50296524, new result: RESULT: -32459209.869543
2026-01-04 14:44:41 (93e50ac3-4c44-4a26-acfa-8b9331868eb9): BOTORCH_MODULAR, best RESULT: -32459209.869543, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.233 │    1 │        0.233 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.159 │      │              │
│  Median │   0.159 │      │              │
│   Total │   0.318 │      │              │
│     Max │   0.233 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.344 │    1 │        0.344 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.189 │      │              │
│    Median │   0.189 │      │              │
│     Total │   0.378 │      │              │
│       Max │   0.344 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767537856,784.5703125,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-32459209.8695	-1503696.503	-16981453.1863	15477756.6833	2
x	-865.363	-33.594	-449.4785	415.8845	2
y	-886.4921	266.6554	-309.9183	576.5738	2
z	-901.0063	154.3242	-373.3411	527.6652	2
a	-235.9576	939.0959	351.5692	587.5267	2

submitit INFO (2026-01-04 14:44:19,967) - Starting with JobEnvironment(job_id=138766, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 14:44:19,967) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/138766/138766_submitted.pkl
Trial-Index: 0

Parameters: {"x": -33.59401226043701, "y": 266.65544509887695, "z": 154.32417392730713, "a": -235.9575629234314}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-33.59401226043701171875 --y=266.655445098876953125 --z=154.32417392730712890625 --a=-235.95756292343139648438 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1767534701.8732357
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767537115.6882105
Last modification: 1767534701.8732357
Hostname: runnervmh13bl
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-33.59401226043701171875 --y=266.655445098876953125 --z=154.32417392730712890625 --a=-235.95756292343139648438 
stdout:
 x: -33.59401226043701171875
y: 266.655445098876953125
z: 154.32417392730712890625
a: -235.95756292343139648438
RESULT: -1503696.50296524

stderr was empty
Result: {'RESULT': -1503696.50296524}
Final-results: {'RESULT': -1503696.50296524}
EXIT_CODE: 0
submitit INFO (2026-01-04 14:44:27,523) - Job completed successfully
submitit INFO (2026-01-04 14:44:27,523) - Exiting after successful completion