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
993.8384927809238	943.6173252761364	814.0840511769056	-819.157037883997	-31926099.7448816

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 11:04:29 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -31926099.7448816, finishing jobs, finished 1 job

Git-Version

Commit: 267ac62ba995c36b5a9896ed7c0d759c5dca5786 (9213-4-g267ac62ba)

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
0,1767524644,2,d08db84e-90f1-4c6e-bb84-76158e1e0b54,1767524646,1767524652,6,.tests/optimization_example_all_float  --x=-475.47495365142822265625 --y=-91.04955196380615234375 --z=-833.18074047565460205078 --a=687.7801418304443359375,0,,runnervmdwttx,0_0,COMPLETED,SOBOL,-14095753.8932888992130756378173828125,-475.47495365142822265625,-91.04955196380615234375,-833.18074047565460205078125,687.7801418304443359375
1,1767524655,2,d08db84e-90f1-4c6e-bb84-76158e1e0b54,1767524657,1767524663,6,.tests/optimization_example_all_float  --x=993.83849278092384338379 --y=943.61732527613639831543 --z=814.08405117690563201904 --a=-819.15703788399696350098,0,,runnervmdwttx,1_0,COMPLETED,BOTORCH_MODULAR,-31926099.7448816001415252685546875,993.8384927809238433837890625,943.6173252761363983154296875,814.08405117690563201904296875,-819.1570378839969635009765625


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

Current git-hash: 267ac62ba995c36b5a9896ed7c0d759c5dca5786 (last fully tested stable version 4 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:04:01] 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: 920bb200-1fa2-4cdf-a31d-581b51cd5cd5
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=524 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 993.8384927809238 │ 943.6173252761364 │ 814.0840511769056 │ -819.157037883997 │ -31926099.7448816 │
└───────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
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 │   0.275 │    1 │        0.275 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.149 │      │              │
│    Median │   0.149 │      │              │
│     Total │   0.297 │      │              │
│       Max │   0.275 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.174 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 11:04:04 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, Started OmniOpt2 run...
2026-01-04 11:04:04 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:04:04 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-01-04 11:04:04 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, eval #1/1 start                    
2026-01-04 11:04:04 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, starting new job                   
2026-01-04 11:04:05 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, started new job                    
2026-01-04 11:04:14 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, new result: RESULT: -14095753.893289
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): SOBOL, best RESULT: -14095753.8932889, finishing jobs, finished 1 job
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, getting new HP set (no sbatch)
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, requested 1 jobs, got 1, 0.27 s/job
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, eval #1/1 start                    
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, starting new job                   
2026-01-04 11:04:15 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, started new job                    
2026-01-04 11:04:24 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -14095753.8932889, new result: RESULT: -31926099.744882
2026-01-04 11:04:29 (d08db84e-90f1-4c6e-bb84-76158e1e0b54): BOTORCH_MODULAR, best RESULT: -31926099.7448816, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.106 │    1 │        0.106 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.087 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.174 │      │              │
│     Max │   0.106 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.275 │    1 │        0.275 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.149 │      │              │
│    Median │   0.149 │      │              │
│     Total │   0.297 │      │              │
│       Max │   0.275 │      │              │
│       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
1767524642,756.51953125,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-31926099.7449	-14095753.8933	-23010926.8191	8915172.9258	2
x	-475.475	993.8385	259.1818	734.6567	2
y	-91.0496	943.6173	426.2839	517.3334	2
z	-833.1807	814.0841	-9.5483	823.6324	2
a	-819.157	687.7801	-65.6884	753.4686	2

submitit INFO (2026-01-04 11:04:05,278) - Starting with JobEnvironment(job_id=119357, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:04:05,278) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/119357/119357_submitted.pkl
Trial-Index: 0

Parameters: {"x": -475.4749536514282, "y": -91.04955196380615, "z": -833.1807404756546, "a": 687.7801418304443}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-475.47495365142822265625 --y=-91.04955196380615234375 --z=-833.18074047565460205078 --a=687.7801418304443359375 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1767522346.3209424
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767524646.791899
Last modification: 1767522346.3209424
Hostname: runnervmdwttx
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-475.47495365142822265625 --y=-91.04955196380615234375 --z=-833.18074047565460205078 --a=687.7801418304443359375 
stdout:
 x: -475.47495365142822265625
y: -91.04955196380615234375
z: -833.18074047565460205078
a: 687.7801418304443359375
RESULT: -14095753.8932889

stderr was empty
Result: {'RESULT': -14095753.8932889}
Final-results: {'RESULT': -14095753.8932889}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:04:12,814) - Job completed successfully
submitit INFO (2026-01-04 11:04:12,814) - Exiting after successful completion