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
814.9746004492044	-871.9954136759043	954.277316108346	-772.4481038749218	-29288122.4415895

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

2025-12-29 12:04:18 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -29288122.4415895, finishing jobs, finished 1 job

Git-Version

Commit: b36728209aab302ca054134fba7039e9499bcb51 (9210-2-gb36728209)

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
0,1767009836,2,33e05820-4729-4bb8-9030-98e6b028c3e4,1767009838,1767009844,6,.tests/optimization_example_all_float  --x=-449.66942071914672851562 --y=539.2267704010009765625 --z=-85.39599180221557617188 --a=31.80515766143798828125,0,,runnervmh13bl,0_0,COMPLETED,SOBOL,-5017375.765277800150215625762939453125,-449.669420719146728515625,539.2267704010009765625,-85.395991802215576171875,31.80515766143798828125
1,1767009847,2,33e05820-4729-4bb8-9030-98e6b028c3e4,1767009849,1767009855,6,.tests/optimization_example_all_float  --x=814.97460044920444488525 --y=-871.99541367590427398682 --z=954.2773161083459854126 --a=-772.44810387492179870605,0,,runnervmh13bl,1_0,COMPLETED,BOTORCH_MODULAR,-29288122.4415895007550716400146484375,814.97460044920444488525390625,-871.99541367590427398681640625,954.27731610834598541259765625,-772.4481038749217987060546875


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

Current git-hash: b36728209aab302ca054134fba7039e9499bcb51 (last fully tested stable version 2 commits ago [815910076e3b15c9f886789a2fc0797945e4f03f, 9210])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-29 12:03:52] 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: 42be1ba5-db0e-41c7-9de3-0543cb5cbbcb
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing like it's the Matrix, but I |
|  am the One.                                      |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
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=510 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 814.9746004492044 │ -871.9954136759043 │ 954.277316108346 │ -772.4481038749218 │ -29288122.4415895 │
└───────────────────┴────────────────────┴──────────────────┴────────────────────┴───────────────────┘
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 │   0.036 │    1 │        0.036 │
│         2 │   0.367 │    1 │        0.367 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.201 │      │              │
│    Median │   0.201 │      │              │
│     Total │   0.403 │      │              │
│       Max │   0.367 │      │              │
│       Min │   0.036 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.238 │    1 │        0.238 │
│       2 │   0.090 │    1 │        0.090 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.164 │      │              │
│  Median │   0.164 │      │              │
│   Total │   0.327 │      │              │
│     Max │   0.238 │      │              │
│     Min │   0.090 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, Started OmniOpt2 run...
2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, getting new HP set (no sbatch)
2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, eval #1/1 start                    
2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, starting new job                   
2025-12-29 12:03:56 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, started new job                    
2025-12-29 12:04:05 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, new result: RESULT: -5017375.765278
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): SOBOL, best RESULT: -5017375.7652778, finishing jobs, finished 1 job
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, getting new HP set (no sbatch)
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, requested 1 jobs, got 1, 0.37 s/job
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, eval #1/1 start                    
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, starting new job                   
2025-12-29 12:04:07 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, started new job                    
2025-12-29 12:04:16 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -5017375.7652778, new result: RESULT: -29288122.441590
2025-12-29 12:04:18 (33e05820-4729-4bb8-9030-98e6b028c3e4): BOTORCH_MODULAR, best RESULT: -29288122.4415895, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.238 │    1 │        0.238 │
│       2 │   0.090 │    1 │        0.090 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.164 │      │              │
│  Median │   0.164 │      │              │
│   Total │   0.327 │      │              │
│     Max │   0.238 │      │              │
│     Min │   0.090 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.036 │    1 │        0.036 │
│         2 │   0.367 │    1 │        0.367 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.201 │      │              │
│    Median │   0.201 │      │              │
│     Total │   0.403 │      │              │
│       Max │   0.367 │      │              │
│       Min │   0.036 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767009833,784.19140625,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-29288122.4416	-5017375.7653	-17152749.1034	12135373.3382	2
x	-449.6694	814.9746	182.6526	632.322	2
y	-871.9954	539.2268	-166.3843	705.6111	2
z	-85.396	954.2773	434.4407	519.8367	2
a	-772.4481	31.8052	-370.3215	402.1266	2

submitit INFO (2025-12-29 12:03:57,144) - Starting with JobEnvironment(job_id=139323, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 12:03:57,145) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/1/single_runs/139323/139323_submitted.pkl
Trial-Index: 0

Parameters: {"x": -449.66942071914673, "y": 539.226770401001, "z": -85.39599180221558, "a": 31.80515766143799}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-449.66942071914672851562 --y=539.2267704010009765625 --z=-85.39599180221557617188 --a=31.80515766143798828125 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1767006543.5613132
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767009058.6702912
Last modification: 1767006543.5613132
Hostname: runnervmh13bl
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-449.66942071914672851562 --y=539.2267704010009765625 --z=-85.39599180221557617188 --a=31.80515766143798828125 
stdout:
 x: -449.66942071914672851562
y: 539.2267704010009765625
z: -85.39599180221557617188
a: 31.80515766143798828125
RESULT: -5017375.7652778

stderr was empty
Result: {'RESULT': -5017375.7652778}
Final-results: {'RESULT': -5017375.7652778}
EXIT_CODE: 0
submitit INFO (2025-12-29 12:04:04,821) - Job completed successfully
submitit INFO (2025-12-29 12:04:04,822) - Exiting after successful completion