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
707.331134006381	-831.8779338151217	880.4156463593245	-826.3357970863581	-26491915.7425311

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

2025-11-04 13:09:24 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -26491915.7425311, finishing jobs, finished 1 job

Git-Version

Commit: 7a4baf1a5a2b905b44fbc3e7bb6527aa320f2ae8 (9051-4-g7a4baf1a5)

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
0,1762261742,2,00016042-2e3e-431f-81a9-bae847e3c062,1762261744,1762261750,6,.tests/optimization_example_all_float  --x=-268.3227062225341796875 --y=293.80905628204345703125 --z=-823.54690134525299072266 --a=285.50326824188232421875,0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,-9239857.97802262939512729644775390625,-268.3227062225341796875,293.80905628204345703125,-823.54690134525299072265625,285.50326824188232421875
1,1762261753,2,00016042-2e3e-431f-81a9-bae847e3c062,1762261755,1762261761,6,.tests/optimization_example_all_float  --x=707.33113400638103485107 --y=-831.8779338151216506958 --z=880.41564635932445526123 --a=-826.33579708635807037354,0,,runnervmxu1zt,1_0,COMPLETED,BOTORCH_MODULAR,-26491915.742531098425388336181640625,707.33113400638103485107421875,-831.87793381512165069580078125,880.41564635932445526123046875,-826.33579708635807037353515625


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

Current git-hash: 7a4baf1a5a2b905b44fbc3e7bb6527aa320f2ae8 (last fully tested stable version 4 commits ago [76ba8978a9c5650bee9986b6a83b16f50a628239, 9051])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 13:08:59] 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: bc6ec890-df74-4b22-a418-b72d60c69b7e
  _________________________________________________
 /                                                 \
| OmniOpt2 - A small tweak, a big effect – the butt |
| erfly principle of tuning.                        |
 \                                                 /
  =================================================
                                                       \
                                                        \
                                                         \
                                                          \
                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  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=88 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            ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 707.331134006381 │ -831.8779338151217 │ 880.4156463593245 │ -826.3357970863581 │ -26491915.7425311 │
└──────────────────┴────────────────────┴───────────────────┴────────────────────┴───────────────────┘
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 │   0.008 │    1 │        0.008 │
│         2 │   0.353 │    1 │        0.353 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.181 │      │              │
│     Total │   0.362 │      │              │
│       Max │   0.353 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.086 │    1 │        0.086 │
│       2 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.073 │      │              │
│  Median │   0.073 │      │              │
│   Total │   0.146 │      │              │
│     Max │   0.086 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, Started OmniOpt2 run...
2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, getting new HP set (no sbatch)
2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, eval #1/1 start                    
2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, starting new job                   
2025-11-04 13:09:02 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, started new job                    
2025-11-04 13:09:11 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, new result: RESULT: -9239857.978023
2025-11-04 13:09:13 (00016042-2e3e-431f-81a9-bae847e3c062): SOBOL, best RESULT: -9239857.97802263, finishing jobs, finished 1 job
2025-11-04 13:09:13 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, getting new HP set (no sbatch)
2025-11-04 13:09:13 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, requested 1 jobs, got 1, 0.35 s/job
2025-11-04 13:09:13 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, eval #1/1 start                    
2025-11-04 13:09:13 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, starting new job                   
2025-11-04 13:09:14 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, started new job                    
2025-11-04 13:09:23 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -9239857.97802263, new result: RESULT: -26491915.742531
2025-11-04 13:09:24 (00016042-2e3e-431f-81a9-bae847e3c062): BOTORCH_MODULAR, best RESULT: -26491915.7425311, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.086 │    1 │        0.086 │
│       2 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.073 │      │              │
│  Median │   0.073 │      │              │
│   Total │   0.146 │      │              │
│     Max │   0.086 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.353 │    1 │        0.353 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.181 │      │              │
│    Median │   0.181 │      │              │
│     Total │   0.362 │      │              │
│       Max │   0.353 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762261739,750.4296875,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-26491915.7425	-9239857.978	-17865886.8603	8626028.8823	2
x	-268.3227	707.3311	219.5042	487.8269	2
y	-831.8779	293.8091	-269.0344	562.8435	2
z	-823.5469	880.4156	28.4344	851.9813	2
a	-826.3358	285.5033	-270.4163	555.9195	2

submitit INFO (2025-11-04 13:09:03,046) - Starting with JobEnvironment(job_id=143163, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 13:09:03,046) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/143163/143163_submitted.pkl
Trial-Index: 0

Parameters: {"x": -268.3227062225342, "y": 293.80905628204346, "z": -823.546901345253, "a": 285.5032682418823}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-268.3227062225341796875 --y=293.80905628204345703125 --z=-823.54690134525299072266 --a=285.50326824188232421875 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762259803.6678848
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762261744.4039276
Last modification: 1762259803.6678848
Hostname: runnervmxu1zt
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-268.3227062225341796875 --y=293.80905628204345703125 --z=-823.54690134525299072266 --a=285.50326824188232421875 
stdout:
 x: -268.3227062225341796875
y: 293.80905628204345703125
z: -823.54690134525299072266
a: 285.50326824188232421875
RESULT: -9239857.97802263

stderr was empty
Result: {'RESULT': -9239857.97802263}
Final-results: {'RESULT': -9239857.97802263}
EXIT_CODE: 0
submitit INFO (2025-11-04 13:09:10,420) - Job completed successfully
submitit INFO (2025-11-04 13:09:10,421) - Exiting after successful completion