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
-194.85649466514587	-905.8591406792402	-872.756838798523	986.4454474300146	-26034436.8346766

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 18:13:37 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -26034436.8346766, finishing jobs, finished 1 job

Git-Version

Commit: fec5d58fa5ec24fe05b8c00277465cf7337d39f5 (9061-6-gfec5d58fa)

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
0,1762279994,2,230cfa3c-a10e-4c7c-9d34-6a16a1268c9f,1762279996,1762280002,6,.tests/optimization_example_all_float  --x=385.67364215850830078125 --y=862.28275299072265625 --z=952.07893848419189453125 --a=-796.23195528984069824219,0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,-24187899.544405899941921234130859375,385.67364215850830078125,862.28275299072265625,952.07893848419189453125,-796.2319552898406982421875
1,1762280005,2,230cfa3c-a10e-4c7c-9d34-6a16a1268c9f,1762280007,1762280013,6,.tests/optimization_example_all_float  --x=-194.85649466514587402344 --y=-905.85914067924022674561 --z=-872.75683879852294921875 --a=986.44544743001461029053,0,,runnervmxu1zt,1_0,COMPLETED,BOTORCH_MODULAR,-26034436.834676600992679595947265625,-194.8564946651458740234375,-905.85914067924022674560546875,-872.75683879852294921875,986.44544743001461029052734375


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

Current git-hash: fec5d58fa5ec24fe05b8c00277465cf7337d39f5 (last fully tested stable version 6 commits ago [b84d59cce352dac3cf2d5c5bdd404b09f1e6ccd0, 9061])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:13:09] 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: c542c4a8-3a7d-4477-8e5c-8d3634d27a5c
  _________________________________________________
 /                                                 \
| OmniOpt2 - Inception-level optimization: going de |
| eper with every layer.                            |
 \                                                 /
  =================================================
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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=137 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            ┃
┡━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -194.85649466514587 │ -905.8591406792402 │ -872.756838798523 │ 986.4454474300146 │ -26034436.8346766 │
└─────────────────────┴────────────────────┴───────────────────┴───────────────────┴───────────────────┘
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 │   0.009 │    1 │        0.009 │
│         2 │   0.321 │    1 │        0.321 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.165 │      │              │
│    Median │   0.165 │      │              │
│     Total │   0.330 │      │              │
│       Max │   0.321 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.080 │      │              │
│  Median │   0.080 │      │              │
│   Total │   0.159 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, Started OmniOpt2 run...
2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, eval #1/1 start                    
2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, starting new job                   
2025-11-04 18:13:14 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, started new job                    
2025-11-04 18:13:23 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, new result: RESULT: -24187899.544406
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): SOBOL, best RESULT: -24187899.5444059, finishing jobs, finished 1 job
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, getting new HP set (no sbatch)
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, requested 1 jobs, got 1, 0.32 s/job
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, eval #1/1 start                    
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, starting new job                   
2025-11-04 18:13:25 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, started new job                    
2025-11-04 18:13:34 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -24187899.5444059, new result: RESULT: -26034436.834677
2025-11-04 18:13:37 (230cfa3c-a10e-4c7c-9d34-6a16a1268c9f): BOTORCH_MODULAR, best RESULT: -26034436.8346766, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.080 │      │              │
│  Median │   0.080 │      │              │
│   Total │   0.159 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.009 │    1 │        0.009 │
│         2 │   0.321 │    1 │        0.321 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.165 │      │              │
│    Median │   0.165 │      │              │
│     Total │   0.330 │      │              │
│       Max │   0.321 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762279989,749.96875,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-26034436.8347	-24187899.5444	-25111168.1895	923268.6451	2
x	-194.8565	385.6736	95.4086	290.2651	2
y	-905.8591	862.2828	-21.7882	884.0709	2
z	-872.7568	952.0789	39.661	912.4179	2
a	-796.232	986.4454	95.1067	891.3387	2

submitit INFO (2025-11-04 18:13:14,644) - Starting with JobEnvironment(job_id=143029, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:13:14,644) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/143029/143029_submitted.pkl
Trial-Index: 0

Parameters: {"x": 385.6736421585083, "y": 862.2827529907227, "z": 952.0789384841919, "a": -796.2319552898407}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=385.67364215850830078125 --y=862.28275299072265625 --z=952.07893848419189453125 --a=-796.23195528984069824219 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1762277829.8775313
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762279996.2068055
Last modification: 1762277829.8775313
Hostname: runnervmxu1zt
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=385.67364215850830078125 --y=862.28275299072265625 --z=952.07893848419189453125 --a=-796.23195528984069824219 
stdout:
 x: 385.67364215850830078125
y: 862.28275299072265625
z: 952.07893848419189453125
a: -796.23195528984069824219
RESULT: -24187899.5444059

stderr was empty
Result: {'RESULT': -24187899.5444059}
Final-results: {'RESULT': -24187899.5444059}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:13:22,232) - Job completed successfully
submitit INFO (2025-11-04 18:13:22,232) - Exiting after successful completion