OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4
Main process memory (GB)	8
Worker memory (GB)	10

Best RESULT, min (total: 4)

OO_Info_SLURM_JOB_ID	a	b	RESULT
2119185	49.26948675420135	5.825871038250625	55.095357792452

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	4	4

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-29 13:30:57 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 55.095357792452, waiting for 3 jobs, finished 3 jobs

Git-Version

Commit: 815910076e3b15c9f886789a2fc0797945e4f03f (9210)

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,a,b
0,1767011444,7,9e9e476b-51db-4e75-b4fe-eac783ca6c8a,1767011451,1767011451,0,perl -e 'print "RESULT: " . (22.52156376838684082031 + 55.76064884662628173828)',0,,c138,2119183,0_0,COMPLETED,SOBOL,78.282212615013094136884319595993,22.5215637683868408203125,55.76064884662628173828125
1,1767011444,7,9e9e476b-51db-4e75-b4fe-eac783ca6c8a,1767011451,1767011451,0,perl -e 'print "RESULT: " . (98.86396599933505058289 + 42.05087773501873016357)',0,,c143,2119182,1_0,COMPLETED,SOBOL,140.914843734354008120135404169559,98.8639659993350505828857421875,42.05087773501873016357421875
2,1767011444,8,9e9e476b-51db-4e75-b4fe-eac783ca6c8a,1767011452,1767011452,0,perl -e 'print "RESULT: " . (66.06291835196316242218 + 91.52175066526979207993)',0,,c114,2119184,2_0,COMPLETED,SOBOL,157.58466901723301134552457369864,66.06291835196316242218017578125,91.521750665269792079925537109375
3,1767011445,6,9e9e476b-51db-4e75-b4fe-eac783ca6c8a,1767011451,1767011452,1,perl -e 'print "RESULT: " . (49.26948675420135259628 + 5.82587103825062513351)',0,,c90,2119185,3_0,COMPLETED,SOBOL,55.095357792451999046079436084256,49.269486754201352596282958984375,5.825871038250625133514404296875


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

To cancel, press CTRL c, then run 'scancel 2119180'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ 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...
[WARNING 12-29 13:30:33] 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 rendering stuff...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ 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 MinTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Generators 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: 30532bba-a9bf-437c-bfc2-6ab16698c9eb
  _________________________________________________
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| OmniOpt2 - Hyperparameters: The Hitchcock thrille |
| r of machine learning.                            |
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=1 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multiplication_constraint/0...
⠋ 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: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multiplication_constraint/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠼ Writing git information
⠋ Checking max_eval...
Warning: --num_random_steps 2 is smaller than --num_parallel_jobs 4. 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=multiplication_constraint&run_nr=3 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: 55.095357792452, waiting for 3 jobs, finished 3 jobs                  : 100%|██████████| 4/4 [00:15<00:00,  3.76s/it]
                           Best RESULT, min (total: 4)                            
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ a                 ┃ b                 ┃ RESULT          ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ 2119185              │ 49.26948675420135 │ 5.825871038250625 │ 55.095357792452 │
└──────────────────────┴───────────────────┴───────────────────┴─────────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 0.00 sec  │ 1.00 sec  │   0.25 sec   │  0.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-29 13:30:42 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, Started OmniOpt2 run...
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, getting new HP set #1/4
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, getting new HP set #2/4
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, getting new HP set #3/4
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, getting new HP set #4/4
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, requested 4 jobs, got 4, 0.08 s/job
2025-12-29 13:30:43 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, eval #1/4 start                    
2025-12-29 13:30:44 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, eval #2/4 start                    
2025-12-29 13:30:44 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, eval #3/4 start                    
2025-12-29 13:30:44 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, eval #4/4 start                    
2025-12-29 13:30:44 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, starting new job                   
2025-12-29 13:30:45 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 1 = ∑1/4, started new job  
2025-12-29 13:30:45 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 2 = ∑2/4, started new job  
2025-12-29 13:30:45 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 3 = ∑3/4, started new job  
2025-12-29 13:30:45 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 3 = ∑3/4, starting new job 
2025-12-29 13:30:45 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 4 = ∑4/4, started new job  
2025-12-29 13:30:46 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, unknown 4 = ∑4/4, waiting for 4 jobs
2025-12-29 13:30:47 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, pending 4 = ∑4/4, waiting for 4 jobs
2025-12-29 13:30:50 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, running 4 = ∑4/4, waiting for 4 jobs
2025-12-29 13:30:51 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, running 4 = ∑4/4, new result: RESULT: 140.914844
2025-12-29 13:30:53 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 140.914843734354, running 3 = ∑3/4, waiting for 4 jobs, finished 1 job
2025-12-29 13:30:53 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 140.914843734354, running 3 = ∑3/4, waiting for 3 jobs                
2025-12-29 13:30:54 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 140.914843734354, running 3 = ∑3/4, new result: RESULT: 78.282213     
2025-12-29 13:30:54 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 140.914843734354, running 3 = ∑3/4, new result: RESULT: 55.095358     
2025-12-29 13:30:54 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 55.095357792452, running 3 = ∑3/4, new result: RESULT: 157.584669     
2025-12-29 13:30:57 (9e9e476b-51db-4e75-b4fe-eac783ca6c8a): SOBOL, best RESULT: 55.095357792452, waiting for 3 jobs, finished 3 jobs

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.410 │    4 │        0.353 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.410 │      │              │
│  Median │   1.410 │      │              │
│   Total │   1.410 │      │              │
│     Max │   1.410 │      │              │
│     Min │   1.410 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.318 │    4 │        0.079 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.318 │      │              │
│    Median │   0.318 │      │              │
│     Total │   0.318 │      │              │
│       Max │   0.318 │      │              │
│       Min │   0.318 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
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	50
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	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	False
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	4
worker_timeout	60
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

1767011436.9671,4,0,0
1767011444.6311,4,0,0
1767011444.8971,4,1,25
1767011445.3328,4,1,25
1767011445.5928,4,3,75
1767011448.5003,4,3,75
1767011449.0347,4,4,100
1767011453.566,4,4,100
1767011454.1106,4,2,50
1767011457.8659,4,2,50
1767011460.068,4,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1767011436,819.4296875,9.3

`RESULT` (goal: minimize)

Best value: 55.095357792452
Achieved at:
- run_time = 1
- a = 49.269486754201
- b = 5.8258710382506

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	1	0.25	0.433	4
RESULT	55.0954	157.5847	107.9693	42.4973	4
a	22.5216	98.864	59.1795	27.6778	4
b	5.8259	91.5218	48.7898	30.6836	4

submitit INFO (2025-12-29 13:30:48,796) - Starting with JobEnvironment(job_id=2119182, hostname=c143, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 13:30:48,796) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multiplication_constraint/0/single_runs/2119182/2119182_submitted.pkl
Trial-Index: 1

Parameters: {"a": 98.86396599933505, "b": 42.05087773501873}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (98.86396599933505058289 + 42.05087773501873016357)'
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: .
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2119182
Status-Change-Time: 1767011418.3977492
Size: 104 Bytes
Permissions: drwxr-sr-x
Owner: s3811141
Last access: 1767011448.592684
Last modification: 1767011418.3977492
Hostname: c143
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (98.86396599933505058289 + 42.05087773501873016357)'
stdout:
 RESULT: 140.914843734354
stderr was empty
Result: {'RESULT': 140.914843734354}
Final-results: {'RESULT': 140.914843734354}
EXIT_CODE: 0
submitit INFO (2025-12-29 13:30:51,135) - Job completed successfully
submitit INFO (2025-12-29 13:30:51,137) - Exiting after successful completion