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
1168380	-292.0993398874998	-996.4861609041691	-952.6679646223783	-427.14803852140903	-21936617.5283863

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

2025-10-24 21:33:33 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, best RESULT: -21936617.5283863, waiting for 1 job, finished 1 job

Git-Version

Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8868)

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
0,1761334255,32,5a02990b-bc1b-48e6-8132-79a1ba309ab7,1761334287,1761334408,121,.tests/optimization_example_all_float  --x=730.20923137664794921875 --y=648.75507354736328125 --z=284.27278995513916015625 --a=974.02751445770263671875,0,,c94,1168379,0_0,COMPLETED,SOBOL,-19589816.54326049983501434326171875,730.20923137664794921875,648.75507354736328125,284.27278995513916015625,974.02751445770263671875
1,1761334255,32,5a02990b-bc1b-48e6-8132-79a1ba309ab7,1761334287,1761334408,121,.tests/optimization_example_all_float  --x=-292.09933988749980926514 --y=-996.4861609041690826416 --z=-952.6679646223783493042 --a=-427.148038521409034729,0,,c94,1168380,1_0,COMPLETED,SOBOL,-21936617.5283862985670566558837890625,-292.09933988749980926513671875,-996.4861609041690826416015625,-952.66796462237834930419921875,-427.14803852140903472900390625


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

To cancel, press CTRL c, then run 'scancel 1168375'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
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⠋ Importing pwd...
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⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ 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 10-24 21:30:42] 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...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: d3dc5fd4-d77f-43fa-92c1-ad14f23a7297
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Borges' infinite library, but eve |
| ry book is a different model configuration.       |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
⠋ 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/1...
⠋ 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/1
⠋ 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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=example_all_float&run_nr=5 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: -21936617.5283863, waiting for 1 job, finished 1 job                      : 100%|██████████| 2/2 [02:44<00:00, 82.26s/it] 
                                                   Best RESULT, min (total: 2)                                                   
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x                  ┃ y                  ┃ z                  ┃ a                   ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 1168380              │ -292.0993398874998 │ -996.4861609041691 │ -952.6679646223783 │ -427.14803852140903 │ -21936617.5283863 │
└──────────────────────┴────────────────────┴────────────────────┴────────────────────┴─────────────────────┴───────────────────┘
                                              Runtime Infos                                              
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ Number of evaluations ┃     Min time      ┃     Max time      ┃   Average time    ┃    Median time    ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│           2           │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │
└───────────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.249 │    2 │        0.125 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.249 │      │              │
│    Median │   0.249 │      │              │
│     Total │   0.249 │      │              │
│       Max │   0.249 │      │              │
│       Min │   0.249 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.988 │    2 │        0.494 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.988 │      │              │
│  Median │   0.988 │      │              │
│   Total │   0.988 │      │              │
│     Max │   0.988 │      │              │
│     Min │   0.988 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-24 21:30:50 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, Started OmniOpt2 run...
2025-10-24 21:30:51 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, getting new HP set #1/2
2025-10-24 21:30:51 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, getting new HP set #2/2
2025-10-24 21:30:51 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, requested 2 jobs, got 2, 0.12 s/job
2025-10-24 21:30:53 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, eval #1/2 start                    
2025-10-24 21:30:55 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, eval #2/2 start                    
2025-10-24 21:30:55 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, starting new job                   
2025-10-24 21:30:56 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, unknown 1 = ∑1/20, started new job 
2025-10-24 21:30:56 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, unknown 2 = ∑2/20, started new job 
2025-10-24 21:30:57 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, unknown 2 = ∑2/20, waiting for 2 jobs
2025-10-24 21:30:58 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, pending 2 = ∑2/20, waiting for 2 jobs
2025-10-24 21:31:35 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, running 2 = ∑2/20, waiting for 2 jobs
2025-10-24 21:33:28 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, running 2 = ∑2/20, new result: RESULT: -19589816.543260
2025-10-24 21:33:31 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, best RESULT: -19589816.5432605, running 1 = ∑1/20, waiting for 2 jobs, finished 1 job
2025-10-24 21:33:31 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, best RESULT: -19589816.5432605, running 1 = ∑1/20, waiting for 1 job                 
2025-10-24 21:33:31 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, best RESULT: -19589816.5432605, running 1 = ∑1/20, new result: RESULT: -21936617.528386
2025-10-24 21:33:33 (5a02990b-bc1b-48e6-8132-79a1ba309ab7): SOBOL, best RESULT: -21936617.5283863, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.988 │    2 │        0.494 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.988 │      │              │
│  Median │   0.988 │      │              │
│   Total │   0.988 │      │              │
│     Max │   0.988 │      │              │
│     Min │   0.988 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.249 │    2 │        0.125 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.249 │      │              │
│    Median │   0.249 │      │              │
│     Total │   0.249 │      │              │
│       Max │   0.249 │      │              │
│       Min │   0.249 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1761334245.1359,20,0,0
1761334255.7496,20,0,0
1761334256.0144,20,1,5
1761334259.8138,20,1,5
1761334260.7252,20,2,10
1761334413.5434,20,2,10
1761334415.737,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761334245,806.76953125,17.4
1761334305,822.69140625,17.5
1761334365,822.69140625,14.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	121	121	121	0	2
RESULT	-21936617.5284	-19589816.5433	-20763217.0358	1173400.4926	2
x	-292.0993	730.2092	219.0549	511.1543	2
y	-996.4862	648.7551	-173.8655	822.6206	2
z	-952.668	284.2728	-334.1976	618.4704	2
a	-427.148	974.0275	273.4397	700.5878	2

submitit INFO (2025-10-24 21:31:22,565) - Starting with JobEnvironment(job_id=1168379, hostname=c94, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 21:31:22,567) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/1/single_runs/1168379/1168379_submitted.pkl
Trial-Index: 0

Parameters: {"x": 730.209231376648, "y": 648.7550735473633, "z": 284.27278995513916, "a": 974.0275144577026}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=730.20923137664794921875 --y=648.75507354736328125 --z=284.27278995513916015625 --a=974.02751445770263671875 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: .tests/optimization_example_all_float
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1168379
Status-Change-Time: 1755346813.0
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761334407.0
Last modification: 1755343211.0
Hostname: c94
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=730.20923137664794921875 --y=648.75507354736328125 --z=284.27278995513916015625 --a=974.02751445770263671875 
stdout:
 x: 730.20923137664794921875
y: 648.75507354736328125
z: 284.27278995513916015625
a: 974.02751445770263671875
RESULT: -19589816.5432605

stderr was empty
Result: {'RESULT': -19589816.5432605}
Final-results: {'RESULT': -19589816.5432605}
EXIT_CODE: 0
submitit INFO (2025-10-24 21:33:28,637) - Job completed successfully
submitit INFO (2025-10-24 21:33:28,639) - Exiting after successful completion