OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_SLURM_JOB_ID	x	y	z	a	RESULT
1172023	902.9042720794678	581.9493532180786	-265.54375886917114	211.287260055542	-12555455.6380952

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

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

2025-10-25 03:18:33 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, best RESULT: -12555455.6380952, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1761354928,60,76266ee5-1498-4af6-a146-a0a2d1b5dc19,1761354988,1761355110,122,.tests/optimization_example_all_float  --x=902.9042720794677734375 --y=581.94935321807861328125 --z=-265.54375886917114257812 --a=211.2872600555419921875,0,,c138,1172023,0_0,COMPLETED,SOBOL,-12555455.638095200061798095703125,902.9042720794677734375,581.94935321807861328125,-265.543758869171142578125,211.2872600555419921875
1,1761354928,54,76266ee5-1498-4af6-a146-a0a2d1b5dc19,1761354982,1761355104,122,.tests/optimization_example_all_float  --x=-324.94755834341049194336 --y=-410.52830591797828674316 --z=220.23327089846134185791 --a=-561.93749606609344482422,0,,c135,1172022,1_0,COMPLETED,SOBOL,-6483058.280687109567224979400634765625,-324.947558343410491943359375,-410.5283059179782867431640625,220.23327089846134185791015625,-561.93749606609344482421875


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

To cancel, press CTRL c, then run 'scancel 1171980'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
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⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
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⠋ Importing os.listdir...
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⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠙ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Parsing arguments...
⠦ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 03:15:07] 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]`.
⠦ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
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⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: 7a58fd36-4bcd-421a-8530-5c6caf20db8b
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=20 --gpus=1 --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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/3...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/3
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠴ Writing git information
⠋ Checking max_eval...
Warning: --num_random_steps 1 is smaller than --num_parallel_jobs 20. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=example_all_float&run_nr=7 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -12555455.6380952, waiting for 1 job, finished 1 job                      : 100%|██████████| 2/2 [03:15<00:00, 97.54s/it] 
                                                 Best RESULT, min (total: 2)                                                 
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x                 ┃ y                 ┃ z                   ┃ a                ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 1172023              │ 902.9042720794678 │ 581.9493532180786 │ -265.54375886917114 │ 211.287260055542 │ -12555455.6380952 │
└──────────────────────┴───────────────────┴───────────────────┴─────────────────────┴──────────────────┴───────────────────┘
                                              Runtime Infos                                              
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ Number of evaluations ┃     Min time      ┃     Max time      ┃   Average time    ┃    Median time    ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│           2           │ 122.00 sec (2m2s) │ 122.00 sec (2m2s) │ 122.00 sec (2m2s) │ 122.00 sec (2m2s) │
└───────────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.585 │    2 │        0.293 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.585 │      │              │
│    Median │   0.585 │      │              │
│     Total │   0.585 │      │              │
│       Max │   0.585 │      │              │
│       Min │   0.585 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.849 │    2 │        0.425 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.849 │      │              │
│  Median │   0.849 │      │              │
│   Total │   0.849 │      │              │
│     Max │   0.849 │      │              │
│     Min │   0.849 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-25 03:15:18 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, Started OmniOpt2 run...
2025-10-25 03:15:20 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, getting new HP set #1/2
2025-10-25 03:15:20 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, getting new HP set #2/2
2025-10-25 03:15:20 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, requested 2 jobs, got 2, 0.29 s/job
2025-10-25 03:15:22 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, eval #1/2 start                    
2025-10-25 03:15:28 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, eval #2/2 start                    
2025-10-25 03:15:28 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, starting new job                   
2025-10-25 03:15:28 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, unknown 2 = ∑2/20, started new job 
2025-10-25 03:15:29 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, unknown 2 = ∑2/20, waiting for 2 jobs
2025-10-25 03:15:34 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, pending 2 = ∑2/20, waiting for 2 jobs
2025-10-25 03:15:40 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, pending/running 1/1 = ∑2/20, waiting for 2 jobs
2025-10-25 03:17:05 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, running 2 = ∑2/20, waiting for 2 jobs          
2025-10-25 03:18:24 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, running 2 = ∑2/20, new result: RESULT: -6483058.280687
2025-10-25 03:18:28 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, best RESULT: -6483058.28068711, running 1 = ∑1/20, waiting for 2 jobs, finished 1 job
2025-10-25 03:18:30 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, best RESULT: -6483058.28068711, running 1 = ∑1/20, waiting for 1 job                 
2025-10-25 03:18:30 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, best RESULT: -6483058.28068711, running 1 = ∑1/20, new result: RESULT: -12555455.638095
2025-10-25 03:18:33 (76266ee5-1498-4af6-a146-a0a2d1b5dc19): SOBOL, best RESULT: -12555455.6380952, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.849 │    2 │        0.425 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.849 │      │              │
│  Median │   0.849 │      │              │
│   Total │   0.849 │      │              │
│     Max │   0.849 │      │              │
│     Min │   0.849 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.585 │    2 │        0.293 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.585 │      │              │
│    Median │   0.585 │      │              │
│     Total │   0.585 │      │              │
│       Max │   0.585 │      │              │
│       Min │   0.585 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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/s3811141
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	20
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	1
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

1761354911.0096,20,0,0
1761354928.1673,20,0,0
1761354928.7357,20,1,5
1761354928.7611,20,2,10
1761355105.4444,20,2,10
1761355108.7109,20,1,5
1761355115.8554,20,1,5

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1761354911,807.66796875,8.6
1761354971,823.16796875,4.3
1761355031,823.16796875,4.4
1761355091,823.16796875,8.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	122	122	122	0	2
RESULT	-12555455.6381	-6483058.2807	-9519256.9594	3036198.6787	2
x	-324.9476	902.9043	288.9784	613.9259	2
y	-410.5283	581.9494	85.7105	496.2388	2
z	-265.5438	220.2333	-22.6552	242.8885	2
a	-561.9375	211.2873	-175.3251	386.6124	2

submitit INFO (2025-10-25 03:16:20,476) - Starting with JobEnvironment(job_id=1172022, hostname=c135, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 03:16:20,478) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/3/single_runs/1172022/1172022_submitted.pkl
Trial-Index: 1

Parameters: {"x": -324.9475583434105, "y": -410.5283059179783, "z": 220.23327089846134, "a": -561.9374960660934}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-324.94755834341049194336 --y=-410.52830591797828674316 --z=220.23327089846134185791 --a=-561.93749606609344482422 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: .tests/optimization_example_all_float
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1172022
Status-Change-Time: 1755346813.0
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761355102.0
Last modification: 1755343211.0
Hostname: c135
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-324.94755834341049194336 --y=-410.52830591797828674316 --z=220.23327089846134185791 --a=-561.93749606609344482422 
stdout:
 x: -324.94755834341049194336
y: -410.52830591797828674316
z: 220.23327089846134185791
a: -561.93749606609344482422
RESULT: -6483058.28068711

stderr was empty
Result: {'RESULT': -6483058.28068711}
Final-results: {'RESULT': -6483058.28068711}
EXIT_CODE: 0
submitit INFO (2025-10-25 03:18:24,143) - Job completed successfully
submitit INFO (2025-10-25 03:18:24,163) - Exiting after successful completion